Muse MuseConcept

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Spark teaches Glimmer: brief writer (short prompt)

Muse Glimmer LoRA · Muse Glimmer 30B · finished

The run

Recipe
Muse Glimmer LoRA
Model
Muse Glimmer 30B
GPU
1x A100 SXM4 (40 GB)
GPU time
42 min
GPU cost
$1.39
Training steps
120
LoRA rank
16
Learning rate
0.0002

Student prompt

short

Both models answered each held-out prompt. Muse Spark 1.3 saw the two answers in random order, without knowing which model wrote which.

Eval results

40 held-out prompts

Tuned Glimmer beat base on 40 of 40, base won 0, ties 0

Average score base 1.9, tuned 8.9, judged by Muse Spark 1.3.

Scores run from 1 to 10 against Muse Spark 1.3's reference answer. Judging cost $0.15.

Each held-out prompt with Muse Spark 1.3's reference, the base and the tuned Glimmer's answers, and the verdict
Muse Spark 1.3 referenceBase GlimmerTuned GlimmerVerdict
Prompt 1

need help counting seagulls in this short video from the pier

**Name:** Pier Gull Counter **Tagline:** Count every seagull in your pier clip. **Flow:** 1. Upload your short video from the pier. 2. Confirm time range to scan. 3. Get total count with outlined bir…Show allShow less

Name: Pier Gull Counter
Tagline: Count every seagull in your pier clip.
Flow:

  1. Upload your short video from the pier.
  2. Confirm time range to scan.
  3. Get total count with outlined birds and timestamps.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos and video
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • May miss distant or heavily occluded gulls.
  • Fast flight can cause double-counts.
  • Short clips under 2 minutes work best.
    Cost per run: $0.02

I can’t view video files directly. If you upload the clip (or a few still frames from the moments you want to count), I can help you tally the seagulls and note any that come and go.

Name: Pier Gull Counter Tagline: Count every seagull in your pier video. Flow: 1. Upload your short pier video. 2. Confirm the counting area and time range. 3. Get total count with timestamps. Models…Show allShow less

Name: Pier Gull Counter
Tagline: Count every seagull in your pier video.
Flow:

  1. Upload your short pier video.
  2. Confirm the counting area and time range.
  3. Get total count with timestamps.
    Models:
  • SAM 3.1 for finding, outlining and counting seagulls in photos and video
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Misses heavily overlapping or far, blurry birds.
  • Fast motion and water glare can cause miscounts.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Delivers full brief in required shape with correct models; the other refuses video and gives no brief.

Prompt 2

need packing list app from this messy closet pic

Name: Pack From Closet Tagline: Turn that messy closet pic into a trip-ready packing list. Flow: 1. Upload your closet photo and enter destination, days, and weather. 2. Review auto-detected tops,…Show allShow less

Name: Pack From Closet

Tagline: Turn that messy closet pic into a trip-ready packing list.

Flow:

  1. Upload your closet photo and enter destination, days, and weather.
  2. Review auto-detected tops, bottoms, shoes, and layers.
  3. Check off items to get your final packing checklist.

Models:

  • SAM 3.1 for finding, outlining and counting clothes in the photo
  • Muse Spark 1.3 for image understanding and structured packing answers
  • Muse Wonder 1.0 for long multi-step trip planning

Limits:

  • Only sees visible items, not inside drawers or laundry bins
  • Can mix up similar colors or layered clothes in clutter

Cost per run: $0.012

Got it — I can’t see any image attached to your message. Could you upload the closet photo again? Once I can see it, I’ll pull out every item and turn it into a clean, categorized packing list for you.

Name: Closet Pack Pro Tagline: Turn your messy closet pic into a clean packing list. Flow: 1. Upload your messy closet photo. 2. Confirm detected clothes and add trip details. 3. Get a checked packin…Show allShow less

Name: Closet Pack Pro
Tagline: Turn your messy closet pic into a clean packing list.
Flow:

  1. Upload your messy closet photo.
  2. Confirm detected clothes and add trip details.
  3. Get a checked packing list to save and share.
    Models:
  • SAM 3.1 for finding, outlining and counting clothes in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to build the list.
    Limits:
  • Can't tell fabric, fit, or if items are clean.
  • May miss small or overlapping items in dark / blurry photos.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows exact brief format with name flow models limits and cost; the other just asks for photo upload.

Prompt 3

I run a small bakery and I need an app that counts cracked eggs on the conveyor belt from this morning photo, I tried tallying by hand and kept losing track around 200.

Name: Egg Crack Counter Tagline: Stop hand-tallying, get your cracked count in seconds. Flow: 1. Upload this morning's conveyor belt photo. 2. Mark one cracked and one good egg to guide detection. 3…Show allShow less

Name: Egg Crack Counter
Tagline: Stop hand-tallying, get your cracked count in seconds.

Flow:

  1. Upload this morning's conveyor belt photo.
  2. Mark one cracked and one good egg to guide detection.
  3. Review the outlined count and save the tally.

Models:

  • SAM 3.1 for finding, outlining and counting objects in photos
  • Muse Spark 1.3 for text and image understanding and structured answers

Limits:

  • Overlapping or stacked eggs around 200+ can be undercounted.
  • Blurry photos or glare on wet shells lowers accuracy.
  • Won't distinguish hairline cracks vs dirt without clear close-up.

Cost per run: $0.008

I can help you build a simple egg counter app. To get started, could you share the photo you mentioned? Once I have the image, I can help you set up a basic counting tool or guide you through using an existing one.

Name: Cracked Egg Counter Tagline: Count every cracked egg in your morning photo. Flow: 1. Upload this morning's conveyor belt photo. 2. Review the auto-outlined cracked eggs. 3. Get total count and…Show allShow less

Name: Cracked Egg Counter
Tagline: Count every cracked egg in your morning photo.
Flow:

  1. Upload this morning's conveyor belt photo.
  2. Review the auto-outlined cracked eggs.
  3. Get total count and export tally.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Misses cracks hidden under other eggs or in blurry photos.
  • Can't tell fresh cracks from old ones.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 9

Delivers full brief with correct models and cost; the other just asks for photo and gives no brief.

Prompt 4

Photo of my garden bed attached, I want an app that outlines tomato seedlings vs weeds so I do not pull the wrong thing, my neighbor tried to help and we both guessed wrong last spring.

**Name:** Seedling Saver **Tagline:** Keep the tomatoes, pull the weeds. **Flow:** 1. Snap a photo of your garden bed. 2. See tomato seedlings outlined in green vs weeds in red. 3. Tap any outline…Show allShow less

Name: Seedling Saver

Tagline: Keep the tomatoes, pull the weeds.

Flow:

  1. Snap a photo of your garden bed.
  2. See tomato seedlings outlined in green vs weeds in red.
  3. Tap any outline for pull-or-keep advice.

Models:

  • SAM 3.1 for finding, outlining and counting objects in photos
  • Muse Spark 1.3 for text and image understanding and structured answers

Limits:

  • Young seedlings and weeds can look alike, mistakes happen.
  • Poor light, overlap, or blurry photos reduce accuracy.
  • Does not identify disease or nutrient issues.

Cost per run: ~$0.008

I can’t see any photo attached to your message. Could you upload the garden bed image again? Once I can see it, I can help you find or build an app that outlines tomato seedlings vs weeds so you don’t pull the wrong plant again.

Name: Tomato Weed Spotter Tagline: Know what to pull before you pull it. Flow: 1. Upload photo of your garden bed. 2. Tap confirm on outlined tomato seedlings vs weeds. 3. Get a pull-list to save you…Show allShow less

Name: Tomato Weed Spotter
Tagline: Know what to pull before you pull it.
Flow:

  1. Upload photo of your garden bed.
  2. Tap confirm on outlined tomato seedlings vs weeds.
  3. Get a pull-list to save your tomatoes.
    Models:
  • SAM 3.1 for finding, outlining and counting seedlings and weeds in photos.
  • Muse Spark 1.3 for text and image understanding and structured answers to label each outline.
    Limits:
  • Struggles with very small, buried, or overlapping seedlings.
  • Can confuse look-alike weeds with young tomatoes.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Provides complete brief with correct format and models; the other asks for photo instead of brief.

Prompt 5

Need an app to remove the windshield glare from this car damage photo for my insurance claim, the adjuster rejected the first one and I only have my phone pics.

**Name:** Glare-Free Claim **Tagline:** Clean up phone glare to show damage clearly. **Flow:** 1. Upload your car damage phone pic and mark the glare area. 2. Preview the de-glared version and comp…Show allShow less

Name: Glare-Free Claim

Tagline: Clean up phone glare to show damage clearly.

Flow:

  1. Upload your car damage phone pic and mark the glare area.
  2. Preview the de-glared version and compare side-by-side with original.
  3. Download a pack with original + enhanced copy and disclosure note for adjuster.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers to detect glare vs. damage
  • Muse Image 1.0 for generating or editing images to reduce glare

Limits:

  • Cannot recreate damage hidden under glare, only reduces reflection.
  • Edited photos may still be rejected - insurers often require originals.
  • Works only on phone-quality stills, not heavy blur or video.

Cost per run: ~$0.015

I understand how frustrating that must be, especially when you’re up against a deadline for your insurance claim. Unfortunately, I can’t directly edit or process photos for you. However, I can guide…Show allShow less

I understand how frustrating that must be, especially when you’re up against a deadline for your insurance claim. Unfortunately, I can’t directly edit or process photos for you. However, I can guide you on how to reduce windshield glare using apps you can download on your phone.

Here are a few options you can try:

  1. Snapseed (iOS/Android) – Use the “Selective” or “Brush” tool to tone down the bright glare areas manually.
  2. Adobe Lightroom Mobile (iOS/Android) – Adjust highlights, exposure, and contrast to minimize reflections.
  3. Photoshop Express (iOS/Android) – Use the healing or clone tools to remove reflections if they’re localized.

If you’re able to upload the photo here, I can walk you through the exact steps for the app of your choice.

Name: Clear Claim Photos Tagline: Turn glare-filled phone pics into clear damage evidence. Flow: 1. Upload your car damage photo and tap the glare area. 2. Confirm the damage area to keep and the gla…Show allShow less

Name: Clear Claim Photos
Tagline: Turn glare-filled phone pics into clear damage evidence.
Flow:

  1. Upload your car damage photo and tap the glare area.
  2. Confirm the damage area to keep and the glare to remove.
  3. Download the cleaned photo with a before-after for your claim.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos and video - to outline windshield glare and damage.
  • Muse Image 1.0 for generating or editing images - to remove glare and restore clarity.
    Limits:
  • Can't recover damage hidden completely by glare or reflection.
  • May alter paint color or reflections slightly, check before submitting.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 8

Follows required brief format with models and cost; the other gives generic editing advice and ignores format.

Prompt 6

got this photo of moms handwritten chicken recipe and I cant read half of it, need an app that types it neat for me please

**Name:** Mom's Recipe Reader **Tagline:** Turn faded handwriting into clean, printable recipe text. **Flow:** 1. Upload photo of mom's handwritten chicken recipe. 2. Review the neat typed draft an…Show allShow less

Name: Mom's Recipe Reader

Tagline: Turn faded handwriting into clean, printable recipe text.

Flow:

  1. Upload photo of mom's handwritten chicken recipe.
  2. Review the neat typed draft and fix any flagged unclear words.
  3. Save or print the clean recipe card.

Models:

  • SAM 3.1 for finding and outlining the recipe paper in the photo
  • Muse Spark 1.3 for text and image understanding and structured answers to transcribe handwriting

Limits:

  • Very faded or smudged words may be guessed wrong and are marked [unsure].
  • Heavy shadows, wrinkles, or fancy cursive can lower accuracy.

Cost per run: ~$0.004

I can help you turn that handwritten recipe into neat, readable text! Here are a few easy options: 1. **Google Lens** (free, built into Google Photos / Android & iOS) - Open the photo in Google P…Show allShow less

I can help you turn that handwritten recipe into neat, readable text! Here are a few easy options:

  1. Google Lens (free, built into Google Photos / Android & iOS)

    • Open the photo in Google Photos or the Google Lens app.
    • Tap Lens → Translate or Copy text.
    • It will pull out the handwriting and you can copy/paste it into Notes.
  2. Microsoft Lens / Office Lens (free, iOS & Android)

    • Snap or open the photo, choose Document mode.
    • It cleans up the handwriting and gives you a selectable text version.
  3. Adobe Scan (free, iOS & Android)

    • Scan the page, then tap the … menu → Export Text.
    • Great for messy handwriting.
  4. Notability / GoodNotes (paid, iOS)

    • Import the photo, use their handwriting-to-text feature, then re-type it nicely.

If you upload the photo here, I can try to transcribe what I can see and clean it up for you right now.

Name: Recipe Reader Tagline: Turn mom's messy handwriting into a neat recipe. Flow: 1. Upload photo of the handwritten chicken recipe. 2. Check and fix any unsure words the app flagged. 3. Save and p…Show allShow less

Name: Recipe Reader
Tagline: Turn mom's messy handwriting into a neat recipe.
Flow:

  1. Upload photo of the handwritten chicken recipe.
  2. Check and fix any unsure words the app flagged.
  3. Save and print the clean typed version.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read handwriting and format ingredients and steps.
    Limits:
  • Struggles with very blurry, faded, or overlapping handwriting.
  • May misread unusual ingredients or personal nicknames.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 8

Provides required brief format with models and cost; the other gives generic app advice ignoring format.

Prompt 7

took a screenshot of my electric bill and its way too high, need an app that reads it and tells me in plain words why

**Name:** Power Bill Explainer **Tagline:** Your confusing electric bill, explained in plain English. **Flow:** 1. Upload your bill screenshot. 2. Get usage, rate hikes, and fees broken down simply.…Show allShow less

Name: Power Bill Explainer
Tagline: Your confusing electric bill, explained in plain English.

Flow:

  1. Upload your bill screenshot.
  2. Get usage, rate hikes, and fees broken down simply.
  3. Ask follow-ups like "why higher than last month?"

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers - reads the screenshot and explains charges.

Limits:

  • Can't verify if meter readings are accurate, only what the bill shows.
  • Blurry screenshots or cropped totals may misread.

Cost per run: $0.004

Got it — you want an app that can read your electric bill from a screenshot and explain in plain language why it’s so high. Here are a few solid options: ### 1. **Bill Analyzer (iOS/Android)** - Sn…Show allShow less

Got it — you want an app that can read your electric bill from a screenshot and explain in plain language why it’s so high. Here are a few solid options:

1. Bill Analyzer (iOS/Android)
  • Snap a photo of your bill, and it extracts usage, rates, and charges.
  • Gives a plain-English summary like “Your bill is high because your usage jumped 30% this month” or “Peak-hour charges added $25.”
2. Utility Bill Scanner by Pleo
  • Upload a screenshot or PDF.
  • It breaks down fixed vs. variable charges and flags unusual spikes.
  • Good for spotting things like “demand charges” or “fuel adjustment fees.”
3. Expensify
  • More expense-focused, but its receipt scanner works great on utility bills.
  • After scanning, you can ask it to summarize why costs changed compared to last month.
4. Microsoft Lens + Copilot
  • Use Lens to capture the bill, then ask Copilot: “Why is this electric bill higher than last month?”
  • It’ll pull numbers from the image and explain in simple terms.
5. Google Lens
  • Point your camera at the bill, then tap “Search” or ask Google AI: “Explain why this bill is high.”
  • Quick and free, though summaries can be brief.

Pro tip: For best results, make sure the screenshot is clear and includes the “Summary” or “Usage” section of the bill. Then ask the app specifically: “Compare this month to last month and tell me the top 3 reasons for the increase.”

Want me to walk you through how to do this with just your phone’s built-in tools, no extra download?

Name: Bill Plain Talk Tagline: Snap your bill, get a plain-words why it's high. Flow: 1. Upload your electric bill screenshot. 2. Confirm your usage and rate details. 3. Read a plain-words breakdown…Show allShow less

Name: Bill Plain Talk
Tagline: Snap your bill, get a plain-words why it's high.
Flow:

  1. Upload your electric bill screenshot.
  2. Confirm your usage and rate details.
  3. Read a plain-words breakdown of what drove the cost.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the bill and explain it simply.
    Limits:
  • Can't verify accuracy of the utility's numbers, only explains what's shown.
  • Struggles with blurry, cropped, or handwritten screenshots.
  • Not financial advice, won't tell you how to lower usage.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 9

Follows exact brief format with correct model and cost while the other lists unrelated apps.

Prompt 8

Attached photo of my farmers market stall at peak hour, I need an app that counts overlapping Gala vs Fuji apples without double counting and tells me where it is uncertain.

**Name:** Market Apple Counter **Tagline:** Count Gala vs Fuji in crowded stall photos, no doubles. **Flow:** 1. You upload peak-hour stall photo. 2. App outlines each apple, labels Gala vs Fuji, a…Show allShow less

Name: Market Apple Counter

Tagline: Count Gala vs Fuji in crowded stall photos, no doubles.

Flow:

  1. You upload peak-hour stall photo.
  2. App outlines each apple, labels Gala vs Fuji, and flags uncertain spots.
  3. You get totals per variety plus uncertainty overlay to re-check.

Models:

  • SAM 3.1 for finding, outlining and counting overlapping apples without double counting
  • Muse Spark 1.3 for text and image understanding and structured answers to classify Gala vs Fuji and report uncertainty

Limits:

  • Heavy occlusion or poor lighting lowers variety accuracy
  • Very stacked piles may still undercount hidden apples
  • Single photo only, no tracking across video

Cost per run: ~$0.012

I can’t see any photo attached to your message. Could you please upload the image of your farmers market stall? Once I can see it, I can recommend an app or a workflow that can count overlapping Gala…Show allShow less

I can’t see any photo attached to your message. Could you please upload the image of your farmers market stall? Once I can see it, I can recommend an app or a workflow that can count overlapping Gala vs Fuji apples without double-counting and flag uncertain areas.

If you want a quick start now, tools like Apple Vision Pro’s Visual Intelligence, Google Lens, or a custom YOLOv8 instance segmentation model can be trained to differentiate Gala vs Fuji and handle overlaps with uncertainty heatmaps. Let me know once the photo is uploaded and I can tailor the recommendation.

Name: Apple Stall Counter Tagline: Count Gala vs Fuji apples in a crowded stall without double-counting. Flow: 1. Upload your peak-hour stall photo. 2. Review the Gala vs Fuji counts with outlined ap…Show allShow less

Name: Apple Stall Counter
Tagline: Count Gala vs Fuji apples in a crowded stall without double-counting.
Flow:

  1. Upload your peak-hour stall photo.
  2. Review the Gala vs Fuji counts with outlined apples.
  3. Check the uncertainty map for overlapping or blurry apples to recount.
    Models:
  • SAM 3.1 for finding, outlining and counting overlapping apples in photos.
  • Muse Spark 1.3 for text and image understanding and structured answers to classify Gala vs Fuji and flag uncertain areas.
    Limits:
  • Heavy overlap and occlusion can still cause undercounts.
  • Poor lighting, shadows, or dirty apples reduce variety accuracy.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows brief format with correct models and counts while the other asks for photo and invents disallowed tools.

Prompt 9

Attached photo of mixed recycling tote, I need an app that outlines plastic bags as contaminants and gives a precision focused count for our audit.

**Name:** Tote Bag Auditor **Tagline:** Spot plastic-bag contaminants in recycling totes fast. **Flow:** 1. Upload photo of mixed recycling tote. 2. Review outlined plastic bags and correct misses.…Show allShow less

Name: Tote Bag Auditor
Tagline: Spot plastic-bag contaminants in recycling totes fast.

Flow:

  1. Upload photo of mixed recycling tote.
  2. Review outlined plastic bags and correct misses.
  3. Save precision-focused count for audit log.

Models:

  • SAM 3.1 for finding, outlining and counting plastic bags in photo
  • Muse Spark 1.3 for text and image understanding and structured answers to confirm contaminants and format audit

Limits:

  • Misses buried / heavily overlapped bags
  • Confuses clear film and wrappers with bags
  • Low light or blur reduces outline precision

Cost per run: $0.012

Got it — you need a computer-vision tool that can scan a bin/tote photo, flag plastic bags as contaminants in mixed recycling, and give you a precise, audit-ready count. Here’s what to use and how t…Show allShow less

Got it — you need a computer-vision tool that can scan a bin/tote photo, flag plastic bags as contaminants in mixed recycling, and give you a precise, audit-ready count.

Here’s what to use and how to set it up fast:

1) Best-fit options

  • Encamp – purpose-built for waste audits. It detects and classifies recyclables vs contaminants, including plastic bags/film, and outputs item-level counts with photos. Good for compliance reporting. Encamp
  • TrashBot / Bin-e – vision system for bins that identifies materials in real time and can be tuned to call out plastic bags as contaminants; Bin-e reports contamination events and material breakdowns. trashbot.aiBin-e
  • Renewlogy (Optical Sorter) – industrial optical sorting that specifically identifies plastic film/bags as a contaminant stream; useful if you’re automating a line rather than auditing totes. Renewlogy
  • Noah Waste Audit App – mobile app for manual-assisted audits with photo capture and categorization; faster than paper and gives counts/weights per category. noah.app

2) Quick setup for your tote photo

  1. Upload the tote image to Encamp’s audit tool (or use Noah’s mobile app to re-photograph under even lighting).
  2. In categories, ensure Plastic Bags/Film is mapped as a contaminant for your mixed recycling stream.
  3. Run detection → review the flagged items → accept/reject borderline calls.
  4. Export the audit: you’ll get a contaminant count, % by item/weight, and an audit-ready CSV/PDF with images.

3) Tips for precision counts

  • Shoot from ~1.5 m height, straight down, with diffuse light to reduce glare on bags.
  • Empty the tote onto a neutral tarp if you need item-level precision; overlapping items lower CV accuracy.
  • Calibrate “plastic bag” vs “rigid plastic” examples in the tool’s training so it doesn’t misclassify clamshells.

If you want, upload the photo here and I can pre-label the visible plastic bags and give you a draft count to validate against the app’s output.

Name: Tote Contaminant Counter Tagline: Spot plastic bag contaminants fast for clean audits. Flow: 1. Upload photo of your mixed recycling tote. 2. Review outlined plastic bags flagged as contaminant…Show allShow less

Name: Tote Contaminant Counter
Tagline: Spot plastic bag contaminants fast for clean audits.
Flow:

  1. Upload photo of your mixed recycling tote.
  2. Review outlined plastic bags flagged as contaminants.
  3. Get precision-focused count and audit export.
    Models:
  • SAM 3.1 for finding, outlining and counting plastic bags in photos.
  • Muse Spark 1.3 for text and image understanding and structured answers for the audit count.
    Limits:
  • Misses bags hidden under other items or in dark shadows.
  • May confuse thin plastic film with paper or labels.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows required brief format with allowed models and audit flow; the other recommends outside tools and ignores structure.

Prompt 10

Slow motion video of hive entrance yesterday, I need an app that counts bees entering vs leaving at high speed and handles wing blur without inflating totals.

**Name:** Hive Traffic Counter **Tagline:** Split-second in-vs-out bee counts without blur double-counts. **Flow:** 1. Upload your slow-motion hive entrance video from yesterday. 2. Draw the entranc…Show allShow less

Name: Hive Traffic Counter
Tagline: Split-second in-vs-out bee counts without blur double-counts.

Flow:

  1. Upload your slow-motion hive entrance video from yesterday.
  2. Draw the entrance line to define entering vs leaving.
  3. Review in/out totals, net flow, and peak activity timeline.

Models:

  • SAM 3.1 for finding, outlining and counting objects in video, tracking bees across frames despite wing blur.
  • Muse Wonder 1.0 for long multi-step planning of direction logic and de-duplication.

Limits:

  • Heavy pile-ups at entrance can merge and undercount.
  • Requires slow-motion; normal-speed video drops accuracy.
  • Lighting glare or shadows can cause missed detections.

Cost per run: ~$0.032

Got it. Here’s a tight brief you can hand to an app builder or use with a no-code tool: # App Brief — Hive Entrance Bee Counter (Enter vs Exit, High-Speed, Anti-Blur) ## Goal Accurately count bees…Show allShow less

Got it. Here’s a tight brief you can hand to an app builder or use with a no-code tool:

App Brief — Hive Entrance Bee Counter (Enter vs Exit, High-Speed, Anti-Blur)

Goal

Accurately count bees entering vs leaving a hive entrance from a slow-motion video, at high speed, while avoiding double-counts from wing blur, motion trails, and overlapping bees.

Core Features

  1. Video Input

    • Accept MP4/MOV, 60–240fps slow-mo.
    • Allow crop to entrance ROI and perspective correction.
  2. Counting Logic (Enter vs Exit)

    • Define a thin counting line across the entrance tunnel.

    • Track individuals across frames and register a count only on line crossing with direction.

    • Anti-double-count rules:

      • Require N consecutive frames of consistent direction before registering.
      • Cooldown per track: ignore same track for X frames after a count.
      • Min track length: discard tracks shorter than Y frames (reduces phantom blips).
  3. Blur & Occlusion Robustness

    • Use size + aspect ratio + motion cues to filter non-bee blobs.
    • Morphological cleaning to break wing trails.
    • Kalman/IOU tracking between frames to maintain identity despite blur.
    • Optional tiny object detector (YOLOv8n-seg or MobileNetSSD) fine-tuned for bees; fallback to classical CV if model unavailable.
  4. Speed & UX

    • Fast mode: classical CV pipeline (background subtraction + contour + tracker).
    • Accurate mode: detector + tracker.
    • Real-time preview with trajectories and a live Enter/Exit tally.
    • Playback controls: play/pause, scrub, speed multiplier, frame step.
  5. Outputs

    • Summary: total Enter, total Exit, net change, bees per minute.
    • CSV export with timestamps per event: timecode, id, direction, confidence.
    • Annotated video export with overlay (counts + trajectories).
  6. Calibration

    • One-time entrance width reference (cm/px) to estimate bee size filter.
    • Adjustable parameters via simple sliders: min area, max area, min track length, cooldown frames, direction stability frames.
  7. Platform & Tech

    • Mobile-first (iOS/Android) or web PWA.
    • On-device inference for privacy; optional cloud fallback.
    • Tech stack suggestion: React Native/Flutter front-end, TensorFlow Lite or Core ML model, OpenCV for tracking; or a web app with MediaPipe + TensorFlow.js.
  8. Acceptance Criteria

    • On a 10-second 120fps test clip with ~150 crossings, ≥95% accuracy vs manual count.
    • Zero inflation from wing blur: <2% duplicate events after anti-double-count rules.
    • Processes 60fps full-HD at ≥30 fps on a mid-range phone.

Nice-to-Haves

  • Auto entrance detection via edge/contrast.
  • Heatmap of activity over time of day.
  • Cloud sync of daily summaries and annotated clips.

If you want, I can turn this into a ready-to-paste prompt for Lovable/FlutterFlow/Bolt, or sketch the CV pipeline steps in more detail.

Name: Hive Traffic Counter Tagline: Count every bee in and out, even in blurry slow-mo. Flow: 1. Upload yesterday's slow-motion hive entrance video. 2. Mark entrance zone and choose enter vs leave di…Show allShow less

Name: Hive Traffic Counter
Tagline: Count every bee in and out, even in blurry slow-mo.
Flow:

  1. Upload yesterday's slow-motion hive entrance video.
  2. Mark entrance zone and choose enter vs leave direction.
  3. Get in/out totals with blur-filtered confidence scores.
    Models:
  • SAM 3.1 for finding, outlining and counting bees in video
  • Muse Spark 1.3 for text and image understanding and structured answers to classify direction and avoid double-counts
    Limits:
  • Heavy wing blur and overlapping bees can still miscount.
  • Needs clear entrance view, fails in rain or dark.
    Cost per run: $0.018
Tuned better

Base 2 · Tuned 9

Keeps exact brief format with allowed models and cost; the other ignores shape, exceeds length and invents forbidden models.

Prompt 11

photo of my monstera leaves with brown spots attached, need an app that tells me in simple words if it is overwatering or bugs

Name: Monstera Spot Checker Tagline: Snap a leaf, get a plain-words overwatering vs. bugs verdict. Flow: 1. Upload your photo of spotted monstera leaves. 2. Answer 2 quick questions on watering and r…Show allShow less

Name: Monstera Spot Checker
Tagline: Snap a leaf, get a plain-words overwatering vs. bugs verdict.
Flow:

  1. Upload your photo of spotted monstera leaves.
  2. Answer 2 quick questions on watering and recent changes.
  3. Get a simple verdict - overwatering, bugs, or unsure - plus next step.
    Models:
  • SAM 3.1 for finding, outlining and counting brown spots in photos
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Can't confirm pests without close-up, bugs can look similar
  • Dark or blurry photos lower accuracy
  • General care advice only, not pesticide dosing
    Cost per run: ~$0.008

Got it — I can’t see any photo attached to your message. Could you please upload the picture of your monstera leaves with the brown spots? Once I see it, I’ll tell you in simple words if it looks like overwatering or bugs, and what to do next.

Name: Monstera Spot Checker Tagline: Snap brown spots, know if it's water or bugs. Flow: 1. Upload photo of your monstera leaves with brown spots. 2. Confirm leaf age and recent watering. 3. Get simp…Show allShow less

Name: Monstera Spot Checker
Tagline: Snap brown spots, know if it's water or bugs.
Flow:

  1. Upload photo of your monstera leaves with brown spots.
  2. Confirm leaf age and recent watering.
  3. Get simple verdict: overwatering or bugs, plus what to do next.
    Models:
  • SAM 3.1 for finding, outlining and counting brown spots in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers in simple words.
    Limits:
  • Can't diagnose 100% from one photo, may confuse fungal spots with bugs.
  • Needs clear, close-up light photo, not blurry or dark.
    Cost per run: $0.008
Tuned better

Base 1 · Tuned 9

Build brief follows required shape with correct models and cost; the other asks for photo instead of brief.

Prompt 12

short clip of koi fish in our backyard pond about 15 of them darting fast, need an app that counts orange versus white ones

Name: Koi Color Counter Tagline: Count orange vs white koi in your pond clip. Flow: 1. Upload your short backyard pond clip. 2. App tracks each darting fish and labels orange vs white. 3. See totals,…Show allShow less

Name: Koi Color Counter
Tagline: Count orange vs white koi in your pond clip.
Flow:

  1. Upload your short backyard pond clip.
  2. App tracks each darting fish and labels orange vs white.
  3. See totals, plus still frames with outlines for each group.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos and video
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Fast darts, splashes, and overlap can cause missed or double counts.
  • Mixed orange-white patterned koi get forced into one group.
    Cost per run: ~$0.02
Got it — you want a quick way to count how many orange vs. white koi are in that 15-fish clip. Here are a few practical options, from easiest to most accurate: 1. **Phone app (fastest)** - **iOS…Show allShow less

Got it — you want a quick way to count how many orange vs. white koi are in that 15-fish clip. Here are a few practical options, from easiest to most accurate:

  1. Phone app (fastest)

    • iOS: Koi Counter (uses on-device color segmentation). Open the app, pick “Orange/White”, play your clip, and it tallies per frame then averages.
    • Android: FishCounter AI (free). Import the video, set color thresholds for orange and white, and it will output counts per second.
  2. No-install (web)

    • Upload the clip to https://koi-tally.web.app → choose “Two-color mode” → set orange and white swatches → hit “Analyze”. It returns a table: total fish, orange, white, and confidence.
  3. DIY in 2 minutes (if you prefer control)

    • Open the clip in CapCut → add “Color Pick” filter → duplicate the layer, mask orange on one, white on the other → use the built-in object counter on each layer → sum the peaks when all 15 are visible.

Tip: For best results, pick a 3–5 second segment where the fish are most spread out and the lighting is even. That reduces double-counts when they dart past each other.

Want me to run a quick count if you upload the 10–15 sec clip here?

Name: Koi Color Counter Tagline: Count orange vs. white koi in seconds. Flow: 1. Upload your short pond clip. 2. Confirm pond area to count. 3. Get orange vs. white counts with highlights. Models: -…Show allShow less

Name: Koi Color Counter
Tagline: Count orange vs. white koi in seconds.
Flow:

  1. Upload your short pond clip.
  2. Confirm pond area to count.
  3. Get orange vs. white counts with highlights.
    Models:
  • SAM 3.1 for finding, outlining and counting fish in video
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Fast darting and overlap can cause miscounts.
  • Faint orange/white or dirty water lowers accuracy.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows required brief format with correct models and cost; the other ignores format and invents apps.

Prompt 13

Attached photo of my fridge covered in souvenir magnets, need an app that lists each city and writes a one line funny memory for every magnet

Name: Fridge Magnet Tour Tagline: Your fridge souvenirs turned into a funny city list. Flow: 1. Snap or upload your magnet-covered fridge photo. 2. Confirm the auto-detected city list. 3. Get a one-l…Show allShow less

Name: Fridge Magnet Tour
Tagline: Your fridge souvenirs turned into a funny city list.
Flow:

  1. Snap or upload your magnet-covered fridge photo.
  2. Confirm the auto-detected city list.
  3. Get a one-line funny memory for each magnet to save and share.
    Models:
  • SAM 3.1 for finding, outlining and counting each magnet.
  • Muse Spark 1.3 for reading city names and writing structured funny lines.
    Limits:
  • Blurry or overlapping magnets may be missed or misread.
  • Memories are invented jokes, not your real trips.
    Cost per run: $0.006

I can’t see any photo attached to your message — could you upload it again? Once I can see the magnets, I’ll list each city and write a one-line funny memory for each one.

Name: Magnet Memory Maker Tagline: Turn your fridge magnets into funny city stories. Flow: 1. Upload photo of your fridge covered in magnets. 2. Review detected cities and magnet count. 3. Get one-li…Show allShow less

Name: Magnet Memory Maker
Tagline: Turn your fridge magnets into funny city stories.
Flow:

  1. Upload photo of your fridge covered in magnets.
  2. Review detected cities and magnet count.
  3. Get one-line funny memory for each city to save or share.
    Models:
  • SAM 3.1 for finding, outlining and counting each magnet in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read city names and write one-line memories.
    Limits:
  • Can't read tiny or faded text on magnets reliably.
  • May confuse similar city names or flags.
  • Funny memories are invented, not your real trips.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Delivers full brief with correct models, flow and cost; the other only requests photo reupload.

Prompt 14

Screenshot of my sourdough recipe from a blog, need an app that rewrites it as 5 short steps in a cheerful tone for beginners

Name: Cheery Sourdough Steps Tagline: Blog screenshots turned into 5 happy beginner steps. Flow: 1. Upload your screenshot of the sourdough blog recipe. 2. Tap Rewrite for beginners. 3. Read and sav…Show allShow less

Name: Cheery Sourdough Steps
Tagline: Blog screenshots turned into 5 happy beginner steps.

Flow:

  1. Upload your screenshot of the sourdough blog recipe.
  2. Tap Rewrite for beginners.
  3. Read and save the 5 short cheerful steps.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers to read the screenshot and rewrite it.

Limits:

  • Needs a clear, readable screenshot; blurry text may be missed.
  • Simplifies for beginners, may drop precise baker's details.

Cost per run: $0.003

I can’t view screenshots directly. If you upload the image or paste the recipe text, I can rewrite it into 5 short, cheerful beginner-friendly steps for you.

Name: Sourdough Buddy Tagline: Your blog recipe, now 5 cheerful beginner steps. Flow: 1. Upload your sourdough recipe screenshot. 2. Confirm the ingredients and time found. 3. Get your 5 short cheerf…Show allShow less

Name: Sourdough Buddy
Tagline: Your blog recipe, now 5 cheerful beginner steps.
Flow:

  1. Upload your sourdough recipe screenshot.
  2. Confirm the ingredients and time found.
  3. Get your 5 short cheerful steps to follow.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the screenshot and rewrite as 5 steps.
    Limits:
  • May misread blurry screenshots or handwritten notes.
  • Won't check if the original recipe is correct or safe.
    Cost per run: $0.003
Tuned better

Base 2 · Tuned 9

Follows required brief format with correct model and cost while the other refuses screenshot and offers rewrite instead.

Prompt 15

Attached voice memo from my landlord about rent increase to 1450, need an app that transcribes it exactly and summarizes dates in formal email format

Name: Rent Rise Reader Tagline: Turn landlord voice memos into exact text plus formal summary. Flow: 1. Upload your landlord voice memo about the $1450 increase. 2. Review exact transcript with key d…Show allShow less

Name: Rent Rise Reader
Tagline: Turn landlord voice memos into exact text plus formal summary.
Flow:

  1. Upload your landlord voice memo about the $1450 increase.
  2. Review exact transcript with key dates extracted.
  3. Copy formal email-format summary for your records.
    Models:
  • Muse Voice Transcribe 1.0 for turning speech into text
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Accuracy drops with background noise or overlapping voices.
  • Will not verify legal validity of the rent increase.
    Cost per run: $0.004
Got it. I can help with the transcription and summary, but I don’t see a voice memo attached to your message. Could you upload the audio file or share the voice memo link? Once I have it, I can: 1.…Show allShow less

Got it. I can help with the transcription and summary, but I don’t see a voice memo attached to your message. Could you upload the audio file or share the voice memo link?

Once I have it, I can:

  1. Transcribe it exactly as spoken
  2. Pull out the key dates and details
  3. Draft a formal email summary you can send or keep for your records

What format is the memo in — e.g., MP3, M4A, or a link?

Name: Rent Memo Scribe Tagline: Turn landlord voice memos into exact transcripts and formal emails. Flow: 1. Upload your landlord voice memo about the rent increase to $1450. 2. Review the exact tran…Show allShow less

Name: Rent Memo Scribe
Tagline: Turn landlord voice memos into exact transcripts and formal emails.
Flow:

  1. Upload your landlord voice memo about the rent increase to $1450.
  2. Review the exact transcript and confirm the dates found.
  3. Copy the formal email summary to send back.
    Models:
  • Muse Voice Transcribe 1.0 for turning speech into text exactly
  • Muse Spark 1.3 for text and image understanding and structured answers to extract dates and format the formal email
    Limits:
  • Struggles with heavy background noise or overlapping voices.
  • May mishear exact dates or amounts, always verify before sending.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 9

Provides complete build brief in required shape with correct models; the other asks for upload instead.

Prompt 16

sketch of my ant farm tunnels on notebook paper attached, want an app that turns it into a neat diagram with labels for my kids science fair

**Name:** Ant Tunnel Mapper **Tagline:** From notebook scribble to science-fair-ready ant diagram. **Flow:** 1. Upload photo of your notebook ant farm sketch. 2. Check auto-traced tunnels and pick la…Show allShow less

Name: Ant Tunnel Mapper
Tagline: From notebook scribble to science-fair-ready ant diagram.
Flow:

  1. Upload photo of your notebook ant farm sketch.
  2. Check auto-traced tunnels and pick labels like entrance, nursery, food store.
  3. Download neat labeled diagram for the poster.
    Models:
  • SAM 3.1 for finding and outlining tunnels in the photo
  • Muse Spark 1.3 for image understanding and structured labels
  • Muse Image 1.0 for generating clean diagram
    Limits:
  • Faint pencil lines and lined paper may trace incorrectly.
  • Can't infer real tunnel depth or scale from 2D sketch.
  • Labels use kid-friendly terms, not scientific accuracy.
    Cost per run: $0.012
Nice — I can turn that sketch into a clean, kid-friendly diagram. Since I can’t see the image yet, go ahead and upload a clear photo/scan of your notebook page. Once I have it, I’ll: - Trace the tun…Show allShow less

Nice — I can turn that sketch into a clean, kid-friendly diagram. Since I can’t see the image yet, go ahead and upload a clear photo/scan of your notebook page. Once I have it, I’ll:

  • Trace the tunnel layout into a neat line diagram
  • Add simple labels (e.g., “Main Tunnel,” “Chamber A,” “Entrance,” “Food Storage”)
  • Make a printable, science-fair-ready version with a title and space for your kids’ notes

If you want a specific style (cartoon ants, minimal black-and-white, or color), tell me your preference and I’ll match it.

Name: Ant Farm Blueprint Tagline: Turn your tunnel sketch into a clean science-fair diagram. Flow: 1. Upload your notebook sketch photo. 2. Confirm detected tunnels and add labels for your kids. 3. E…Show allShow less

Name: Ant Farm Blueprint
Tagline: Turn your tunnel sketch into a clean science-fair diagram.
Flow:

  1. Upload your notebook sketch photo.
  2. Confirm detected tunnels and add labels for your kids.
  3. Export neat diagram to print or share.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read tunnels and make labels.
  • SAM 3.1 for finding, outlining and counting objects in photos and video to outline tunnels.
  • Muse Image 1.0 for generating or editing images to create clean diagram.
    Limits:
  • Messy or overlapping pencil lines may be misread.
  • Won't know real ant species or tunnel depth.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows required brief format with models, limits and cost while the other gives freeform chat with no structure.

Prompt 17

photo of old headstones in my family plot attached, need an app that reads the names and dates into a clean family table

Name: Plot Stone Reader Tagline: Turn weathered headstones into a tidy family table. Flow: 1. Upload photo of your family plot. 2. Review flagged names and dates and fix any guesses. 3. Save and exp…Show allShow less

Name: Plot Stone Reader
Tagline: Turn weathered headstones into a tidy family table.

Flow:

  1. Upload photo of your family plot.
  2. Review flagged names and dates and fix any guesses.
  3. Save and export a clean family table as CSV.

Models:

  • SAM 3.1 for finding and outlining each headstone in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read names/dates into a table.

Limits:

  • Worn, mossy, or tilted text may be misread and is flagged unsure.
  • Does not verify family relationships beyond what is carved.
  • Works best with one plot per photo in daylight.

Cost per run: $0.007

I can’t see any photo attached to your message. Could you upload the image of the headstones again? Once I can see it, I can help you extract the names and dates and organize them into a clean family…Show allShow less

I can’t see any photo attached to your message. Could you upload the image of the headstones again? Once I can see it, I can help you extract the names and dates and organize them into a clean family table.

If you’re looking for an app to do this yourself, here are a few options that work well for reading cemetery headstones:

  • Find a Grave – lets you search existing memorials and add photos of headstones; it has OCR for transcriptions.
  • ** BillionGraves** – specifically built for photographing and transcribing headstones; uses OCR and crowdsourced verification.
  • Adobe Scan or Microsoft Lens – general document scanners with OCR that can pull text from headstone photos, which you can then copy into a spreadsheet.

Upload the photo and I’ll transcribe the names and dates for you and build the family table right here.

Name: Family Plot Reader Tagline: Turn worn headstones into a clean family table. Flow: 1. Upload your photo of the family plot headstones. 2. Review and fix the auto-read names and dates. 3. Export…Show allShow less

Name: Family Plot Reader
Tagline: Turn worn headstones into a clean family table.
Flow:

  1. Upload your photo of the family plot headstones.
  2. Review and fix the auto-read names and dates.
  3. Export the clean family table as CSV or share link.
    Models:
  • SAM 3.1 for finding, outlining and counting headstones in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read inscriptions and build the table.
    Limits:
  • Faded, cracked, or angled stone text may be misread.
  • Can't verify relationships, only reads what's visible.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Provides correct brief with required sections and model choices; the other ignores format and asks for photo.

Prompt 18

I'm running late and stressed, need an app that reads this screenshot of my overdue electric bill and gives me the amount and due date in one short alert

Name: Bill Alert Snap Tagline: Snap your bill, get what you owe fast. Flow: 1. Upload the screenshot of your overdue electric bill. 2. Tap Check Now. 3. Get one short alert with amount and due date.…Show allShow less

Name: Bill Alert Snap
Tagline: Snap your bill, get what you owe fast.
Flow:

  1. Upload the screenshot of your overdue electric bill.
  2. Tap Check Now.
  3. Get one short alert with amount and due date.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Blurry or cropped screenshots may misread amount or date.
  • Does not pay the bill or check balance with the utility.
    Cost per run: $0.003
Got it — you need a quick, no-fuss way to pull the amount and due date from that bill screenshot and get a single alert. **Fastest options right now:** 1. **iPhone (iOS 18+):** Open Photos → tap th…Show allShow less

Got it — you need a quick, no-fuss way to pull the amount and due date from that bill screenshot and get a single alert.

Fastest options right now:

  1. iPhone (iOS 18+): Open Photos → tap the bill screenshot → tap the Info (i) button → “Ask about this image” or use Visual Intelligence. Ask: “What is the total amount due and the due date?” It’ll read the text and give you one concise answer. Then set a quick reminder from that screen.
  2. Android (Pixel/Gallery Go): Open the screenshot in Google Photos → tap Lens → tap the text icon → copy. Paste into a note and skim for “Amount Due” and “Due Date,” or ask Gemini in the app: “Give me the amount due and due date from this bill in one line.”
  3. Cross-platform, no install: Upload the screenshot to ChatGPT (or any vision-capable assistant) and say: “Read this electric bill and reply with one short alert: Amount Due and Due Date only.”

If you want, upload the screenshot here and I’ll return a single alert like:
Alert: $X.XX due on YYYY-MM-DD.

Name: Bill Alert Snap Tagline: Snap your bill, get amount and due date instantly. Flow: 1. Upload screenshot of your overdue electric bill. 2. App reads amount due and due date. 3. Get one short aler…Show allShow less

Name: Bill Alert Snap
Tagline: Snap your bill, get amount and due date instantly.
Flow:

  1. Upload screenshot of your overdue electric bill.
  2. App reads amount due and due date.
  3. Get one short alert to act on now.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to extract amount and due date.
    Limits:
  • Blurry or cropped screenshots may misread numbers.
  • Won't verify if date is correct or payment is accepted.
    Cost per run: $0.003
Tuned better

Base 2 · Tuned 9

Provides exact brief shape with correct model and cost; the other ignores format with generic phone advice.

Prompt 19

I am overwhelmed, PDF of my car insurance claim forms attached, need an app that pulls out what to sign and where to send it

**Name:** Claim Sign Helper **Tagline:** Know what to sign and where to send in minutes. **Flow:** 1. Upload your car insurance claim PDF. 2. Review the checklist of signature pages and send-to add…Show allShow less

Name: Claim Sign Helper

Tagline: Know what to sign and where to send in minutes.

Flow:

  1. Upload your car insurance claim PDF.
  2. Review the checklist of signature pages and send-to address.
  3. Check off each signature and submit.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers to find sign fields, dates, and mailing / upload instructions.

Limits:

  • Can't verify if forms are legally complete or current.
  • Struggles with handwritten notes and poor scans.

Cost per run: ~$0.008

I can help with that. Please upload the PDF and I’ll extract the signature fields and submission instructions for you.

Name: Claim Form Helper Tagline: Know what to sign and where to send it. Flow: 1. Upload your car insurance claim PDF. 2. Get a checklist of what to sign and where to send it. 3. Follow the step-by-s…Show allShow less

Name: Claim Form Helper
Tagline: Know what to sign and where to send it.
Flow:

  1. Upload your car insurance claim PDF.
  2. Get a checklist of what to sign and where to send it.
  3. Follow the step-by-step to submit.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to extract fields and instructions.
    Limits:
  • May misread blurry scans or handwritten notes.
  • Not legal advice, always double-check with insurer.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 9

Provides full brief with name, flow, models, limits and cost; the other just asks for upload.

Prompt 20

Need an app right now that plans my job interview commute across town with bus options and what time to leave to not be late

**Name:** Interview Commute Planner **Tagline:** Get there early, calm, and interview-ready. **Flow:** 1. Enter interview address, arrival time, and starting location. 2. Compare bus options with to…Show allShow less

Name: Interview Commute Planner
Tagline: Get there early, calm, and interview-ready.

Flow:

  1. Enter interview address, arrival time, and starting location.
  2. Compare bus options with total travel time and leave-by times.
  3. Pick a plan and get a leave-now reminder with buffer for delays.

Models:

  • Muse Spark 1.3 for text understanding and structured commute answers
  • Muse Wonder 1.0 for long multi-step planning of routes and timing

Limits:

  • No live bus tracking or delay alerts
  • Times are estimates, may vary with traffic
  • Doesn't handle multi-city or train/subway transfers

Cost per run: $0.008

Got it — you need a fast, reliable commute plan for a job interview across town with bus options and a “leave-by” time so you’re not late. Here’s the quickest way to lock it in right now: 1. **Open…Show allShow less

Got it — you need a fast, reliable commute plan for a job interview across town with bus options and a “leave-by” time so you’re not late. Here’s the quickest way to lock it in right now:

  1. Open Google Maps (maps.google.com) on your phone or desktop.
  2. Enter “from” → your address, “to” → interview address.
  3. At the top, tap Bus (or Transit) and set the date/time to your interview start time.
  4. Google will show the fastest bus routes, transfers, and a “Leave at” time. Add a 10–15 min buffer for walking, ticket validation, and unexpected delays.
  5. Tap “Depart at” to see all options and pick the one with the fewest transfers and most reliable arrival.

Pro tip: Screenshot the route + the “Leave at” time, and save the bus stop names in your notes so you can find them fast in the morning.

If you want, tell me your start and end addresses + interview time and I’ll calculate the exact leave-by time and best bus route for you right now.

Name: Interview On-Time Tagline: Never be late to your interview again. Flow: 1. Enter interview address, time, and where you're starting from. 2. Get bus options with leave-by time and backup plan.…Show allShow less

Name: Interview On-Time
Tagline: Never be late to your interview again.
Flow:

  1. Enter interview address, time, and where you're starting from.
  2. Get bus options with leave-by time and backup plan.
  3. Get a morning reminder to leave on time.
    Models:
  • Muse Wonder 1.0 for multi-step planning of leave time and bus routes
  • Muse Spark 1.3 for text understanding and structured answers
    Limits:
  • Bus times may be outdated, always check live transit app.
  • Doesn't account for traffic, delays, or first-time walking.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 9

Follows exact brief shape with name, flow, models and cost; the other gives Maps instructions instead.

Prompt 21

short video of birds at my feeder this morning attached need app that counts how many landed

**Name:** Feeder Bird Counter **Tagline:** Count every landing from your morning video. **Flow:** 1. Upload your short video of the feeder. 2. Confirm the feeder zone to watch for landings. 3. Get t…Show allShow less

Name: Feeder Bird Counter
Tagline: Count every landing from your morning video.

Flow:

  1. Upload your short video of the feeder.
  2. Confirm the feeder zone to watch for landings.
  3. Get total landed count with timestamps.

Models:

  • SAM 3.1 for finding, outlining and counting birds in video
  • Muse Spark 1.3 for text and image understanding and structured answers with totals

Limits:

  • May double-count the same bird if it leaves and returns.
  • Small, fast, or overlapping birds in blurry clips can be missed.

Cost per run: ~$0.015

Nice! I can see the feeder in the video. To count landings accurately, I’ll need a short clip where the birds are clearly visible and the feeder is in frame. Could you upload the video here? Once I h…Show allShow less

Nice! I can see the feeder in the video. To count landings accurately, I’ll need a short clip where the birds are clearly visible and the feeder is in frame. Could you upload the video here? Once I have it, I can watch it and tally each distinct bird that lands on the feeder (and note repeats if the same bird returns).

If you’d prefer an automated option, I can also suggest a couple of easy tools:

  • Apple Photos / iPhone: Open the video, scrub to each landing, and use the timeline to mark timestamps. No extra app needed.
  • BirdNET or Merlin Bird ID (Cornell Lab): Great for identifying species by sound, though counting landings is still manual.
  • Kinovea (desktop, free): Lets you slow playback frame-by-frame and add markers for each landing.

Upload the clip and I’ll do a precise count for you and list the times they land.

Name: Feeder Bird Counter Tagline: Count every visitor at your feeder. Flow: 1. Upload your short morning video. 2. Review auto-marked landings frame-by-frame. 3. Get total count with timestamps. Mod…Show allShow less

Name: Feeder Bird Counter
Tagline: Count every visitor at your feeder.
Flow:

  1. Upload your short morning video.
  2. Review auto-marked landings frame-by-frame.
  3. Get total count with timestamps.
    Models:
  • SAM 3.1 for finding, outlining and counting birds in video
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Misses fast fly-bys or birds hidden behind others.
  • Poor light or blurry video lowers accuracy.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows required brief format with correct models and limits while the other asks for upload and suggests outside tools.

Prompt 22

photo of coffee shop receipts pile attached need app that adds up the total for march

**Name:** March Receipt Total **Tagline:** Snap the pile, get your March coffee total. **Flow:** 1. Upload the photo of the coffee shop receipts pile. 2. Confirm the March receipts auto-detected for…Show allShow less

Name: March Receipt Total
Tagline: Snap the pile, get your March coffee total.

Flow:

  1. Upload the photo of the coffee shop receipts pile.
  2. Confirm the March receipts auto-detected for review.
  3. Get March total with per-receipt list.

Models:

  • SAM 3.1 for finding, outlining and counting objects in photos and video - to separate each receipt.
  • Muse Spark 1.3 for text and image understanding and structured answers - to read dates and amounts and sum March only.

Limits:

  • Misses fully hidden, blurry, or crumpled receipts.
  • Can misread faded totals or ambiguous dates.
  • Doesn't handle non-March or non-coffee receipts automatically.

Cost per run: $0.008

I can’t see any photo attached to your message — the upload didn’t come through. Could you try uploading the image again? Once I can see the receipts, I can pull out the March totals and add them up…Show allShow less

I can’t see any photo attached to your message — the upload didn’t come through. Could you try uploading the image again? Once I can see the receipts, I can pull out the March totals and add them up for you.

If the upload keeps failing, you can also:

  • Drag and drop the image directly into the chat
  • Paste the image link here
  • Type out the amounts you see on the receipts

I’ll total everything for March as soon as I can see the receipts.

Name: March Receipt Tally Tagline: Snap the pile, get March's total. Flow: 1. Upload photo of the coffee shop receipts pile. 2. Confirm detected March receipts and amounts. 3. Get total spent for Mar…Show allShow less

Name: March Receipt Tally
Tagline: Snap the pile, get March's total.
Flow:

  1. Upload photo of the coffee shop receipts pile.
  2. Confirm detected March receipts and amounts.
  3. Get total spent for March.
    Models:
  • SAM 3.1 for finding, outlining and counting receipts in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read dates and totals and sum them.
    Limits:
  • Blurry, overlapping, or torn receipts may be missed.
  • Can't verify if a receipt is coffee shop or duplicate.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 9

Provides correct build brief with allowed models and cost; the other asks for reupload and ignores format.

Prompt 23

Photo of my water stained ceiling after last nights rain attached, I've patched it twice and it keeps coming back, need an app that outlines the damp area and tells me if I should call a roofer this week

Name: Ceiling Stain Watch Tagline: Track that leak spot and know when to call a roofer. Flow: 1. Upload photo of your water-stained ceiling after rain. 2. See the damp area outlined with size and dar…Show allShow less

Name: Ceiling Stain Watch
Tagline: Track that leak spot and know when to call a roofer.
Flow:

  1. Upload photo of your water-stained ceiling after rain.
  2. See the damp area outlined with size and darkness change.
  3. Get a clear call: monitor it or call a roofer this week.
    Models:
  • SAM 3.1 for finding, outlining and counting damp areas in photos
  • Muse Spark 1.3 for text and image understanding and structured answers on urgency
    Limits:
  • Only sees surface stain, can't check roof or hidden leak.
  • Lighting and camera angle can change measurements.
  • Not a substitute for a professional inspection.
    Cost per run: $0.012
I can’t see any photo attached to your message — could you please upload it again? Once I can see the water stain, I can outline the damp area for you and help assess how urgent a roofer call is. If…Show allShow less

I can’t see any photo attached to your message — could you please upload it again? Once I can see the water stain, I can outline the damp area for you and help assess how urgent a roofer call is.

If you’re able to share the image, I’ll:

  • Mark the affected area on the ceiling
  • Note the likely cause based on the stain pattern
  • Advise if it needs immediate attention this week or can wait

Go ahead and upload the photo when you’re ready.

Name: Ceiling Leak Checker Tagline: Snap the stain, know if it's a roof call. Flow: 1. Upload your ceiling photo and tap the patched area. 2. Get an outline of the damp area with size and severity. 3…Show allShow less

Name: Ceiling Leak Checker
Tagline: Snap the stain, know if it's a roof call.
Flow:

  1. Upload your ceiling photo and tap the patched area.
  2. Get an outline of the damp area with size and severity.
  3. Get a clear call-a-roofer-this-week yes/no with next steps.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos and video - to outline the damp stain.
  • Muse Spark 1.3 for text and image understanding and structured answers - to assess severity and give advice.
    Limits:
  • Can't see roof damage, only visible ceiling stain.
  • Can't confirm active leak, only suggests urgency.
  • Poor lighting or glare reduces outline accuracy.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 9

Delivers correct brief format with outline and roofer call; the other requests the missing photo instead of writing a brief.

Prompt 24

Screenshot of my messy email inbox with 214 unread attached, I tried folders last month and gave up, need an app that summarizes the 3 urgent ones into one line each so I can clear them tonight

Name: Inbox Urgent Triage Tagline: Clear tonight's must-dos in seconds. Flow: 1. Upload your messy inbox screenshot with 214 unread. 2. Pick the candidates for urgent review. 3. Get 3 one-line summar…Show allShow less

Name: Inbox Urgent Triage
Tagline: Clear tonight's must-dos in seconds.
Flow:

  1. Upload your messy inbox screenshot with 214 unread.
  2. Pick the candidates for urgent review.
  3. Get 3 one-line summaries to clear tonight.
    Models: Muse Spark 1.3 for image understanding of the screenshot and structured one-line text summaries.
    Limits: Only sees visible emails, not all 214; urgency detection can be wrong; does not archive or reply for you.
    Cost per run: $0.003
Got it — 214 unread is a lot. Here’s a quick triage you can do tonight without setting up folders: 1. **Scan for the 3 most urgent** — look for emails with: * A deadline today/tomorrow in the sub…Show allShow less

Got it — 214 unread is a lot. Here’s a quick triage you can do tonight without setting up folders:

  1. Scan for the 3 most urgent — look for emails with:

    • A deadline today/tomorrow in the subject
    • From your boss, client, or someone you owe a reply to
    • Anything with “urgent”, “action required”, or an attachment you need
  2. One-line summary for each — reply to me with the sender + subject of the 3 you think are urgent, and I’ll turn each into a one-line action you can do tonight.

Want to paste the 3 subjects here? I’ll summarize them instantly so you can knock them out and get the count moving.

Name: Tonight Triage Tagline: Turn 214 unread into 3 one-line actions. Flow: 1. Upload your inbox screenshot with 214 unread. 2. Confirm the 3 flagged urgent emails. 3. Get one-line summaries to clea…Show allShow less

Name: Tonight Triage
Tagline: Turn 214 unread into 3 one-line actions.
Flow:

  1. Upload your inbox screenshot with 214 unread.
  2. Confirm the 3 flagged urgent emails.
  3. Get one-line summaries to clear tonight.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the screenshot and write the 3 one-liners.
    Limits:
  • Can't read blurred or cropped sender/subject text.
  • Urgency guess is based on words, not your real priorities.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 9

Follows required brief format with correct model and cost; the other gives generic advice with no structure.

Prompt 25

Voice memo of the plumber explaining the water heater noise attached, his quote was $400 and I want a second opinion, need an app that transcribes it into what part failed and 2 questions to ask another plumber

**Name:** Plumber Second Opinion **Tagline:** Turn the plumber's ramble into a clear second-opinion cheat sheet. **Flow:** 1. Upload the water heater voice memo and enter the $400 quote. 2. Review th…Show allShow less

Name: Plumber Second Opinion
Tagline: Turn the plumber's ramble into a clear second-opinion cheat sheet.
Flow:

  1. Upload the water heater voice memo and enter the $400 quote.
  2. Review the transcript and confirm noise details.
  3. Get failed part summary plus 2 questions to ask the next plumber.
    Models:
  • Muse Voice Transcribe 1.0 for turning speech into text
  • Muse Spark 1.3 for text and image understanding and structured answers to extract the failed part and draft the questions
    Limits:
  • Noisy garage audio or plumbing jargon may mistranscribe.
  • Can't inspect the heater or verify if $400 is fair.
  • Not licensed plumbing advice, informational only.
    Cost per run: ~$0.008
Got it — you want a quick transcription of the plumber’s voice memo, a clear read on what part likely failed, and two sharp questions to ask a second plumber for comparison. Here’s what I can do rig…Show allShow less

Got it — you want a quick transcription of the plumber’s voice memo, a clear read on what part likely failed, and two sharp questions to ask a second plumber for comparison.

Here’s what I can do right now:

  1. Transcribe the memo you attached (I’ll pull the spoken text and highlight the key technical points).
  2. Diagnose the likely failed part from his description (e.g., sediment buildup, faulty T&P valve, heating element, thermostat, etc.).
  3. Give you 2 targeted questions you can ask another plumber to verify the diagnosis and avoid upsells (e.g., “Can you confirm if the noise is from sediment or a failing element?” and “Is a flush sufficient or is a full replacement warranted?”).

Go ahead and upload the voice memo file (m4a/mp3/wav) and I’ll process it immediately.

Name: Heater Second Opinion Tagline: Turn the plumber's memo into a clear fix and smart questions. Flow: 1. Upload the voice memo and enter the $400 quote. 2. Get transcript plus likely failed part a…Show allShow less

Name: Heater Second Opinion
Tagline: Turn the plumber's memo into a clear fix and smart questions.
Flow:

  1. Upload the voice memo and enter the $400 quote.
  2. Get transcript plus likely failed part and why.
  3. Ask 2 questions to ask another plumber for a second opinion.
    Models:
  • Muse Voice Transcribe 1.0 for turning speech into text
  • Muse Spark 1.3 for text understanding and structured answers to identify the part and write 2 questions
    Limits:
  • Cannot diagnose from audio alone, may mishear technical terms.
  • Not a licensed plumber, always verify with a pro.
    Cost per run: $0.008
Tuned better

Base 3 · Tuned 9

The structured brief follows the required format with allowed models and costs; the other is a chatty offer with no brief structure.

Prompt 26

napkin sketch of the fence i want in my backyard attached its super messy need an app that makes it look nice to show my husband

**Name:** Fancy Fence Preview **Tagline:** Turn your napkin scribble into a clean fence picture. **Flow:** 1. Upload your fence sketch + add height, wood type, and color. 2. Pick a style: picket, p…Show allShow less

Name: Fancy Fence Preview

Tagline: Turn your napkin scribble into a clean fence picture.

Flow:

  1. Upload your fence sketch + add height, wood type, and color.
  2. Pick a style: picket, privacy, or ranch.
  3. Get a neat backyard mockup to share with your husband.

Models:

  • Muse Spark 1.3: to understand your messy sketch and style choices
  • Muse Image 1.0: to generate a clean fence visualization

Limits:

  • Won't keep exact backyard measurements or proportions
  • May smooth out unique details from your original sketch

Cost per run: ~$0.02

Nice — I can help you turn that into a clean, presentable sketch. Since I can’t see the photo you mentioned, please upload the napkin sketch here and I’ll: 1. Trace / redraw it as a neat line drawin…Show allShow less

Nice — I can help you turn that into a clean, presentable sketch. Since I can’t see the photo you mentioned, please upload the napkin sketch here and I’ll:

  1. Trace / redraw it as a neat line drawing
  2. Add a simple, clean layout with labels (materials, heights, gate location, etc.)
  3. Export it as a polished PNG/PDF you can send to your husband

If you want, you can also tell me a few quick details now (or I can guess from the sketch once you upload):

  • Fence style (picket, board-on-board, horizontal slats, etc.)
  • Approx. height and total length
  • Gate width + location
  • Any features to call out (privacy, dog run, landscaping)

Upload the photo and I’ll make a tidy version right away.

Name: Fence Sketch Polisher Tagline: Turn your messy fence napkin into a clean show-and-tell. Flow: 1. Upload your messy napkin sketch photo. 2. Confirm fence style, height, and wood color. 3. Get a…Show allShow less

Name: Fence Sketch Polisher
Tagline: Turn your messy fence napkin into a clean show-and-tell.
Flow:

  1. Upload your messy napkin sketch photo.
  2. Confirm fence style, height, and wood color.
  3. Get a clean, nice-looking version to show your husband.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the sketch and describe it.
  • SAM 3.1 for finding, outlining and counting objects in photos and video to outline the fence lines.
  • Muse Image 1.0 for generating or editing images to create the polished clean version.
    Limits:
  • Can't guess exact measurements from a messy sketch.
  • May misread messy handwriting or unclear styles.
    Cost per run: $0.012
Tuned better

Base 3 · Tuned 9

Follows required brief shape with allowed models and cost; the other ignores format and just asks for upload.

Prompt 27

photo of a pile of birthday gift receipts attached need an app that adds them up so i know what i spent in june

**Name:** June Gift Tally **Tagline:** Snap the pile, know your June spend. **Flow:** 1. Upload the photo of your birthday gift receipts. 2. Review the found receipts and fix any missed amounts. 3.…Show allShow less

Name: June Gift Tally

Tagline: Snap the pile, know your June spend.

Flow:

  1. Upload the photo of your birthday gift receipts.
  2. Review the found receipts and fix any missed amounts.
  3. Get your June total with a per-gift breakdown.

Models:

  • SAM 3.1 for finding, outlining and counting objects in photos
  • Muse Spark 1.3 for text and image understanding and structured answers

Limits:

  • Blurry, folded, or overlapping receipts may be missed or misread.
  • Only totals clearly dated in June are included; no currency conversion.

Cost per run: ~$0.008

Got it — you want an app that can scan a bunch of receipt photos and add up the totals for a specific month (June). Here are the best options right now: **1. QuickBooks Receipt Capture / Expensify**…Show allShow less

Got it — you want an app that can scan a bunch of receipt photos and add up the totals for a specific month (June). Here are the best options right now:

1. QuickBooks Receipt Capture / Expensify

  • Take photos of receipts, it auto-reads the date, merchant, and total.
  • You can filter by month and see a sum instantly.
  • Good if you want a running log for future use.

2. Adobe Scan (Adobe Acrobat mobile)

  • Free, excellent OCR. Snap all receipts, export as PDF, then use the “export data” feature to pull totals into a spreadsheet.
  • Then just filter for June in Excel/Sheets.

3. Microsoft Lens

  • Free and simple. Captures receipt images cleanly, then you can copy text into Sheets to sum.

4. Google Photos “Search” trick

  • Upload the photos, then search “receipt” or a merchant name. Not perfect for summing, but fast to find them. Pair with a spreadsheet for totals.

Easiest no-setup route:
Use Expensify or QuickBooks Receipt Capture — snap each receipt, it logs the total and date automatically, then just view the June report. It’ll give you an exact sum without manual math.

If you want, upload one of the receipt images here and I can pull the total from it right now to get you started.

Name: June Gift Tally Tagline: Snap your receipt pile, see what June cost you. Flow: 1. Upload photo of your birthday gift receipts. 2. Confirm detected amounts and dates. 3. Get June total and gift-…Show allShow less

Name: June Gift Tally
Tagline: Snap your receipt pile, see what June cost you.
Flow:

  1. Upload photo of your birthday gift receipts.
  2. Confirm detected amounts and dates.
  3. Get June total and gift-by-gift breakdown.
    Models:
  • SAM 3.1 for finding, outlining and counting receipts in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read totals and sum June spending.
    Limits:
  • Blurry, torn, or handwritten receipts may misread.
  • Can't tell if a receipt is June unless date is visible.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 9

Follows exact brief shape with correct models and cost; the other recommends outside apps and ignores format.

Prompt 28

Screenshot of our staging error logs from last night attached, need an app that parses the stack traces and flags retryable failures even when lines are truncated

Name: Retry Log Scanner Tagline: Find retryable failures in messy staging logs fast. Flow: 1. Upload last night's error log screenshot or paste truncated stack traces. 2. Review parsed errors flagged…Show allShow less

Name: Retry Log Scanner
Tagline: Find retryable failures in messy staging logs fast.
Flow:

  1. Upload last night's error log screenshot or paste truncated stack traces.
  2. Review parsed errors flagged as retryable vs fatal with reasons.
  3. Export retry queue to Slack / incident ticket.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers: reads screenshot text, reconstructs truncated lines, classifies retryability.
    Limits:
  • Misses context if lines are heavily cropped or blurry.
  • Flags are heuristic, can't confirm live infra root cause.
    Cost per run: $0.004

Got it. I can build a parser that handles truncated stack traces and flags retryable failures. Could you share the screenshot or paste a few sample lines? I’ll need to see the format to tune the detection rules.

Name: Staging Error Triage Tagline: Turn messy staging logs into clear retry-or-fix actions. Flow: 1. Upload last night's staging error log screenshot. 2. Review flagged errors grouped by retryable v…Show allShow less

Name: Staging Error Triage
Tagline: Turn messy staging logs into clear retry-or-fix actions.
Flow:

  1. Upload last night's staging error log screenshot.
  2. Review flagged errors grouped by retryable vs. non-retryable.
  3. Export summary with retry commands for on-call.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to parse truncated stack traces and classify failures.
    Limits:
  • Cannot recover fully missing stack lines, may misclassify rare errors.
  • Not a replacement for full log access or root-cause analysis.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 9

Provides complete brief with name flow models limits cost while the other just asks for screenshot.

Prompt 29

PDF of my marathon training plan mixed with physio notes attached, need an app that merges them into 3 weekly priorities and flags conflicting workouts

**Name:** Race Ready Reconciler **Tagline:** Merge training and physio into 3 safe weekly wins. **Flow:** 1. Upload your marathon plan + physio notes PDF. 2. Confirm extracted mileage, injuries, and…Show allShow less

Name: Race Ready Reconciler
Tagline: Merge training and physio into 3 safe weekly wins.
Flow:

  1. Upload your marathon plan + physio notes PDF.
  2. Confirm extracted mileage, injuries, and restricted moves.
  3. Get 3 weekly priorities with conflicting workouts flagged.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers
  • Muse Wonder 1.0 for long multi-step planning
    Limits:
  • Not medical advice, check physio for pain decisions.
  • May misread scanned tables or handwritten notes.
  • No live GPS or recovery tracking.
    Cost per run: ~$0.018

I can help with that. Please upload the PDF and let me know if you want the priorities weighted more toward performance or injury prevention.

Name: Marathon Merge Coach Tagline: Turn messy plans into clear weekly wins. Flow: 1. Upload your marathon PDF and physio notes. 2. Review the merged 3 weekly priorities and flagged conflicts. 3. Che…Show allShow less

Name: Marathon Merge Coach
Tagline: Turn messy plans into clear weekly wins.
Flow:

  1. Upload your marathon PDF and physio notes.
  2. Review the merged 3 weekly priorities and flagged conflicts.
  3. Check off workouts and get adjusted next-week plan.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to extract workouts and physio limits.
  • Muse Wonder 1.0 for long multi-step planning to build priorities and resolve conflicts.
    Limits:
  • Can't verify medical safety, always follow physio advice.
  • Struggles with blurry scans or handwritten notes.
    Cost per run: $0.012
Tuned better

Base 1 · Tuned 9

Provides full structured brief with correct models, limits and cost; the other only asks for upload and ignores required format.

Prompt 30

Voice memo of a bilingual support call attached, speaker switches to Tagalog mid call, need an app that transcribes both parts without dropping the switch

Name: Bilingual Call Capture Tagline: Catch every switch between English and Tagalog. Flow: 1. Upload your bilingual support call voice memo. 2. Get a timestamped transcript with language labels. 3.…Show allShow less

Name: Bilingual Call Capture
Tagline: Catch every switch between English and Tagalog.
Flow:

  1. Upload your bilingual support call voice memo.
  2. Get a timestamped transcript with language labels.
  3. Copy or export the cleaned notes.
    Models:
  • Muse Voice Transcribe 1.0 for turning speech into text
  • Muse Spark 1.3 for text understanding and structured answers with language tags
    Limits:
  • Struggles with overlapping speech and loud background noise.
  • Rare Tagalog dialects or slang may mistranscribe.
    Cost per run: $0.012
Got it. For a bilingual call with mid-sentence language switches, you need a transcription app that supports real-time language auto-detection and code-switching. **Top options:** 1. **Otter.ai** –…Show allShow less

Got it. For a bilingual call with mid-sentence language switches, you need a transcription app that supports real-time language auto-detection and code-switching.

Top options:

  1. Otter.ai – Best for auto language detection. It transcribes English and Tagalog in the same call, keeps speaker labels, and timestamps. Good free tier, paid for longer recordings.
  2. Notta – Strong live transcription with real-time language switching. Handles English ↔ Tagalog code-switching well and exports with speaker IDs.
  3. MacWhisper – Local offline app for Mac/Windows. Uses OpenAI Whisper large-v3, which detects language changes automatically. No cloud upload, good for sensitive support calls.

If you want zero setup, upload the memo to Otter.ai. If privacy is key, use MacWhisper locally.

Want me to compare pricing for your call volume?

Name: Bilingual Call Scribe Tagline: Catch every switch from English to Tagalog. Flow: 1. Upload the support call voice memo. 2. Review the transcript with language tags and timestamps. 3. Export the…Show allShow less

Name: Bilingual Call Scribe
Tagline: Catch every switch from English to Tagalog.
Flow:

  1. Upload the support call voice memo.
  2. Review the transcript with language tags and timestamps.
  3. Export the full bilingual text for notes.
    Models:
  • Muse Voice Transcribe 1.0 for turning speech into text
  • Muse Spark 1.3 for text understanding and structured answers to tag language switches
    Limits:
  • Heavy overlap or poor audio lowers accuracy.
  • Rare Tagalog dialects may be misheard.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows required brief shape with allowed models and cost; the other recommends outside apps and ignores format.

Prompt 31

sketch of my tiny balcony garden on napkin paper attached, want tomatoes and mint in pots, need an app that redraws it cleaner so I can shop

Name: Balcony Garden Helper Tagline: Turn your napkin sketch into a clean pot plan to shop from. Flow: 1. Snap a photo of your napkin sketch and mark tomatoes and mint. 2. Get a cleaner redraw with…Show allShow less

Name: Balcony Garden Helper
Tagline: Turn your napkin sketch into a clean pot plan to shop from.

Flow:

  1. Snap a photo of your napkin sketch and mark tomatoes and mint.
  2. Get a cleaner redraw with pots laid out for your tiny balcony.
  3. Save a simple shopping list for pots, soil, and plants.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers to read the sketch and make the list
  • SAM 3.1 for finding, outlining and counting objects in photos and video to outline pots
  • Muse Image 1.0 for generating or editing images to redraw the clean layout

Limits:

  • Sizes are rough, not exact measurements from a napkin
  • May misread messy handwriting or faint lines
  • No live store stock or price check

Cost per run: ~$0.015

Nice — I can help you turn that napkin sketch into a clean, shoppable plan. I can’t see the image you mentioned yet. Could you upload the napkin photo again? Once I see it, I’ll: * trace the balcony…Show allShow less

Nice — I can help you turn that napkin sketch into a clean, shoppable plan. I can’t see the image you mentioned yet. Could you upload the napkin photo again? Once I see it, I’ll:

  • trace the balcony layout cleanly
  • place tomato and mint pots for best sun/airflow
  • label pot sizes, soil, and spacing
  • make a simple shopping list you can take to the store

Upload the sketch and I’ll get started.

Name: Balcony Garden Planner Tagline: Turn your napkin sketch into a clean shopping plan. Flow: 1. Upload your napkin sketch and note pot sizes for tomatoes and mint. 2. Get a clean redraw with sun,…Show allShow less

Name: Balcony Garden Planner
Tagline: Turn your napkin sketch into a clean shopping plan.
Flow:

  1. Upload your napkin sketch and note pot sizes for tomatoes and mint.
  2. Get a clean redraw with sun, water, and spacing marked.
  3. Get a shopping list for pots, soil, and plants.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the sketch and build the list.
  • SAM 3.1 for finding, outlining and counting objects in photos and video to outline pots and balcony edges.
  • Muse Image 1.0 for generating or editing images to redraw the cleaner garden layout.
    Limits:
  • Can't measure exact balcony size from a photo, spacing is approximate.
  • Won't know your exact sun hours or local frost dates.
    Cost per run: $0.012
Tuned better

Base 2 · Tuned 9

Follows required brief format with name flow models limits cost; the other asks for upload and ignores structure.

Prompt 32

photo of a parking sign on 5th and Main that says 2H 8AM to 6PM attached, need an app that reads it and tells me if I can park now

Name: Park Check Now Tagline: Snap any parking sign, get a yes or no now. Flow: 1. You take a photo of the sign at 5th and Main. 2. You confirm current time and day. 3. You get can-park / can't-park…Show allShow less

Name: Park Check Now
Tagline: Snap any parking sign, get a yes or no now.
Flow:

  1. You take a photo of the sign at 5th and Main.
  2. You confirm current time and day.
  3. You get can-park / can't-park plus how long.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers: reads "2H 8AM to 6PM" and decides rule.
  • SAM 3.1 for finding, outlining and counting objects in photos and video: crops the sign from background.
    Limits:
  • Only reads signs visible in photo, misses others out of frame.
  • Doesn't know holidays, permits, or temporary no-parking.
  • Needs correct phone time zone to judge.
    Cost per run: $0.004
Got it — you want an app that can read a parking sign from a photo and tell you in real time if you can park there right now. Here are the best options that do exactly that: **1. ParkMobile** - Let…Show allShow less

Got it — you want an app that can read a parking sign from a photo and tell you in real time if you can park there right now.

Here are the best options that do exactly that:

1. ParkMobile

  • Lets you scan a parking sign’s zone number or enter the street address.
  • Shows the exact rules for that spot — hours, max stay, pay requirements — and whether enforcement is active right now.
  • You can start/pay for parking directly in the app.

2. PayByPhone

  • Similar to ParkMobile. Use the map or search by street name/zone.
  • Reads the zone from a sign and tells you current restrictions and if payment is required at this moment.
  • Works in many U.S. and Canadian cities.

3. SpotAngels

  • Strong for sign-reading and real-time availability. You can drop a pin on the map at 5th and Main, and it will pull the posted rules for that block.
  • Also shows whether the spot is free vs. paid right now and typical enforcement times.

4. Google Maps / Apple Maps

  • Not a scanner, but if you long-press the parking location on the map it often shows “Parking” info pulled from municipal data, including hours and fees for that block.

Quick tip for your photo: Most of these apps don’t OCR the sign text directly from a picture. The fastest workflow is:

  • Open the app → search “5th and Main” or the zone number visible on the sign.
  • The app will return the rule: e.g., “2 Hour Parking, 8 AM–6 PM [enforced].” It will then say if you’re within the allowed window right now.

If you tell me what city this is in, I can check the exact enforcement rules for 5th and Main and confirm whether you can park right now.

Name: 5th Main Park Check Tagline: Snap the sign, know if you can park now. Flow: 1. Upload photo of the 2H 8AM to 6PM sign. 2. App reads hours and 2-hour limit. 3. Get yes/no now plus when to move.…Show allShow less

Name: 5th Main Park Check
Tagline: Snap the sign, know if you can park now.
Flow:

  1. Upload photo of the 2H 8AM to 6PM sign.
  2. App reads hours and 2-hour limit.
  3. Get yes/no now plus when to move.
    Models:
  • SAM 3.1 for finding and outlining the sign in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read hours and check current time.
    Limits:
  • Needs clear, close photo, struggles with glare or blur.
  • Can't see live enforcement, tickets, or street-cleaning changes.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 9

Follows brief format with correct models and cost; the other recommends existing apps and ignores format.

Prompt 33

photo of my fridge whiteboard with dinner ideas attached, need an app that turns it into a 5 item grocery list in plain casual tone

Name: Whiteboard Grocery Helper Tagline: Turns fridge scribbles into a quick shopping list. Flow: 1. Snap or upload the photo of your fridge whiteboard. 2. Confirm the dinner ideas it spotted. 3. Ge…Show allShow less

Name: Whiteboard Grocery Helper
Tagline: Turns fridge scribbles into a quick shopping list.

Flow:

  1. Snap or upload the photo of your fridge whiteboard.
  2. Confirm the dinner ideas it spotted.
  3. Get a 5-item grocery list in plain casual tone.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers: to read the whiteboard dinner ideas and write the 5-item list.

Limits:

  • Messy handwriting, glare, or cropped photos can cause missed items.
  • Doesn't know what you already have at home, so may list staples.
  • Sticks to 5 items max, will leave off extras.

Cost per run: $0.004

Got it — you want an app that can read your fridge whiteboard photo and turn the dinner ideas into a quick, 5-item grocery list in a casual tone. Here are a few that do exactly that: * **AnyList**…Show allShow less

Got it — you want an app that can read your fridge whiteboard photo and turn the dinner ideas into a quick, 5-item grocery list in a casual tone.

Here are a few that do exactly that:

  • AnyList – Take a photo of your whiteboard or handwritten notes, it extracts the items with OCR and you can instantly turn them into a categorized grocery list. The tone in the app is super casual and you can cap it at 5 essentials.
  • Bring! Grocery List – Snap a picture of your meal ideas, it pulls out ingredients and builds a shareable list. You can filter to “Top 5” must-buys and it keeps the language plain and friendly.
  • Google Lens + Keep – Use Lens on the photo to extract the text, then pop it into Google Keep and make a quick 5-bullet shopping list. Fast and no extra setup.
  • Whisk – Point your camera at the whiteboard, it recognizes dishes and auto-generates a consolidated shopping list. You can set a limit to just the 5 most important items for the week.

If you want the most “point camera → get a chill 5-item list” experience, AnyList or Whisk are the smoothest. Want me to tailor the list once you upload the photo?

Name: Fridge List Maker Tagline: Snap your whiteboard, get a chill 5-item list. Flow: 1. Upload your fridge whiteboard photo. 2. Confirm the dinner ideas it found. 3. Get your 5-item grocery list in…Show allShow less

Name: Fridge List Maker
Tagline: Snap your whiteboard, get a chill 5-item list.
Flow:

  1. Upload your fridge whiteboard photo.
  2. Confirm the dinner ideas it found.
  3. Get your 5-item grocery list in plain casual tone.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the board and write the list.
    Limits:
  • Struggles with blurry handwriting or messy overlapping lists.
  • Won't know what you already have at home.
    Cost per run: $0.003
Tuned better

Base 2 · Tuned 9

Follows required brief format with correct model and cost while other recommends unrelated existing apps.

Prompt 34

screenshot of my email from landlord about noise attached, need an app that drafts a polite reply under 70 words, apologetic tone

Name: Kind Reply Maker Tagline: Turn tense landlord notes into calm, polite replies. Flow: 1. Upload screenshot of landlord email about noise. 2. Confirm tone: apologetic and under 70 words. 3. Copy…Show allShow less

Name: Kind Reply Maker
Tagline: Turn tense landlord notes into calm, polite replies.
Flow:

  1. Upload screenshot of landlord email about noise.
  2. Confirm tone: apologetic and under 70 words.
  3. Copy the draft and send your reply.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers: reads screenshot text and drafts the short reply.
    Limits:
  • May misread blurry or cropped screenshots.
  • Drafts are generic, not legal advice.
    Cost per run: ~$0.003

I can’t view or access images or screenshots directly, so I can’t see the landlord’s email. If you paste the text here, I can draft a concise, polite, apologetic reply under 70 words for you.

Name: Landlord Reply Helper Tagline: Turn a tense landlord email into a calm, short apology. Flow: 1. Upload your landlord's noise email screenshot. 2. Confirm the apology tone and 70-word limit. 3.…Show allShow less

Name: Landlord Reply Helper
Tagline: Turn a tense landlord email into a calm, short apology.
Flow:

  1. Upload your landlord's noise email screenshot.
  2. Confirm the apology tone and 70-word limit.
  3. Copy or send the polite draft reply.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers: reads the screenshot and drafts the under-70-word apologetic reply.
    Limits:
  • May misread blurry screenshots or miss key deadlines.
  • Not legal advice, won't resolve disputes.
    Cost per run: $0.003
Tuned better

Base 2 · Tuned 9

Provides proper brief with name, flow, models and cost; the other refuses screenshots and skips format.

Prompt 35

photo of my vinyl collection shelf attached, need an app that lists albums A to Z in a neat text table with no extra chat

**Name:** Vinyl Shelf Lister **Tagline:** Snap your shelf, get a clean A-to-Z album list. **Flow:** 1. User uploads photo of vinyl collection shelf. 2. App detects spines and reads artist / album t…Show allShow less

Name: Vinyl Shelf Lister

Tagline: Snap your shelf, get a clean A-to-Z album list.

Flow:

  1. User uploads photo of vinyl collection shelf.
  2. App detects spines and reads artist / album titles.
  3. App outputs A-to-Z text table with no extra chat.

Models:

  • SAM 3.1 for finding, outlining and counting album spines in the photo.
  • Muse Spark 1.3 for text and image understanding and structured answers to read titles and format the table.

Limits:

  • Blurry or angled spines may be misread or skipped.
  • Similar reissues / box sets may be merged incorrectly.

Cost per run: $0.008

[Unfinished: no complete final answer within 1024 new tokens. The raw output follows, with only the chat template's control tokens taken out.] Here’s a clean A–Z list you can copy into any notes app…Show allShow less

[Unfinished: no complete final answer within 1024 new tokens. The raw output follows, with only the chat template's control tokens taken out.]

Here’s a clean A–Z list you can copy into any notes app or spreadsheet. I kept it tight—no extra commentary.

ArtistAlbumYear
ABBAArrival1976
ABBAGreatest Hits1975
AC/DCBack in Black1980
AC/DCHighway to Hell1979
The BeatlesAbbey Road1969
The BeatlesSgt. Pepper’s Lonely Hearts Club Band1967
The BeatlesThe White Album1968
The BeatlesRevolver1966
The BeatlesRubber Soul1965
The BeatlesHelp!1965
The BeatlesA Hard Day’s Night1964
The BeatlesMeet the Beatles!1964
The BeatlesBeatles for Sale1964
The BeatlesMagical Mystery Tour1967
The BeatlesYellow Submarine1969
The BeatlesLet It Be1970
The Beatles12000
The BeatlesPast Masters1988
The BeatlesAnthology 11995
The BeatlesAnthology 21996
The BeatlesAnthology 31996
The BeatlesLove2006
The BeatlesOn Air – Live at the BBC Volume 22013
The BeatlesThe Beatles (Red Album)2012
The BeatlesThe Beatles (Blue Album)2012
The BeatlesGet Back2021
The Beatles1962–19661973
The Beatles1967–19701973
The BeatlesLive at the BBC1994
The BeatlesThe Beatles at the Hollywood Bowl1977
The BeatlesThe Beatles (Mono Box Set)2012
The BeatlesThe Beatles (Stereo Box Set)2009
The BeatlesThe Beatles (2014 Remaster)2014
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles (2023 Remaster)2023
The BeatlesThe Beatles
Name: Vinyl Shelf Index Tagline: Turn your shelf photo into an A-to-Z album list. Flow: 1. Upload photo of your vinyl collection shelf. 2. Confirm detected spines if asked. 3. Get neat text table sor…Show allShow less

Name: Vinyl Shelf Index
Tagline: Turn your shelf photo into an A-to-Z album list.
Flow:

  1. Upload photo of your vinyl collection shelf.
  2. Confirm detected spines if asked.
  3. Get neat text table sorted A to Z.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos and video - to find and outline each album spine.
  • Muse Spark 1.3 for text and image understanding and structured answers - to read titles/artists and format the table.
    Limits:
  • Blurry, angled, or stacked spines may be misread.
  • Can't verify exact pressings or catalog numbers.
    Cost per run: $0.012
Tuned better

Base 1 · Tuned 9

Provides correct brief format with allowed models and limits; the other outputs hallucinated table and ignores brief.

Prompt 36

photo of my cracked iPhone 12 screen after I dropped it on tile attached, need an app that looks close and says screen protector fix or repair shop

**Name:** Screen Crack Triage **Tagline:** Snap your cracked screen, learn if it's protector or shop time. **Flow:** 1. Upload your cracked iPhone 12 photo from the tile drop. 2. See close-up crack o…Show allShow less

Name: Screen Crack Triage
Tagline: Snap your cracked screen, learn if it's protector or shop time.
Flow:

  1. Upload your cracked iPhone 12 photo from the tile drop.
  2. See close-up crack outline with damage severity.
  3. Get verdict: replace screen protector or go to repair shop.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers
  • SAM 3.1 for finding, outlining and counting objects in photos and video
    Limits:
  • Can't always separate protector crack vs glass in glare or blur.
  • Won't test touch, Face ID, or water resistance loss.
    Cost per run: ~$0.012

I can’t see any photo attached to your message — could you upload it again? Once I can see the crack pattern, I can recommend apps that match the look and suggest screen-protector or repair-shop options that fit the damage.

Name: Crack Check Tagline: Snap your screen, know if it's protector or repair. Flow: 1. Upload photo of your cracked iPhone 12 screen. 2. App zooms in and outlines cracks vs. protector damage. 3. Get…Show allShow less

Name: Crack Check
Tagline: Snap your screen, know if it's protector or repair.
Flow:

  1. Upload photo of your cracked iPhone 12 screen.
  2. App zooms in and outlines cracks vs. protector damage.
  3. Get verdict: screen protector fix or repair shop.
    Models:
  • SAM 3.1 for finding, outlining and counting cracks in photo
  • Muse Spark 1.3 for text and image understanding and structured answers
    Limits:
  • Can't tell internal damage or touch issues from photo alone.
  • Poor lighting or glare can cause wrong call.
    Cost per run: $0.008
Tuned better

Base 1 · Tuned 9

Delivers proper brief with name, flow, models, limits and cost while the other only requests photo reupload.

Prompt 37

screenshot of the outage map showing 342 homes out on Elm St attached, need an app that rewrites it as a calm text I can send my neighbor

**Name:** Calm Outage Texter **Tagline:** Turn scary outage maps into a calm neighbor update. **Flow:** 1. Upload your outage map screenshot showing Elm St and 342 homes out. 2. Pick tone: calm, re…Show allShow less

Name: Calm Outage Texter

Tagline: Turn scary outage maps into a calm neighbor update.

Flow:

  1. Upload your outage map screenshot showing Elm St and 342 homes out.
  2. Pick tone: calm, reassuring, or brief check-in.
  3. Copy the short text to send your neighbor.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers, reads the screenshot and rewrites it as a calm message.

Limits:

  • Can't verify if outage data is live or accurate.
  • May misread blurry numbers or cropped screenshots.
  • Not for emergency or medical safety alerts.

Cost per run: ~$0.003

Here’s a calm, neighbor-friendly version you can send: Hi! I just checked the outage map — it looks like 342 homes on Elm St are currently without power. No estimated restoration time is posted yet.…Show allShow less

Here’s a calm, neighbor-friendly version you can send:

Hi! I just checked the outage map — it looks like 342 homes on Elm St are currently without power. No estimated restoration time is posted yet. I’ll keep an eye on it and share any updates if I see them. Hope you’re staying safe and comfortable in there!

Want me to make it shorter for a text, or more formal for the HOA group chat?

Name: Elm Street Calm Note Tagline: Turn scary outage maps into a calm note for neighbors. Flow: 1. Upload your outage map screenshot. 2. Check the auto-draft about 342 homes on Elm St. 3. Copy and s…Show allShow less

Name: Elm Street Calm Note
Tagline: Turn scary outage maps into a calm note for neighbors.
Flow:

  1. Upload your outage map screenshot.
  2. Check the auto-draft about 342 homes on Elm St.
  3. Copy and send the calm text to your neighbor.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the screenshot and rewrite it calmly.
    Limits:
  • Can't verify live outage numbers, only reads what's in the screenshot.
  • May misread blurry or cropped screenshots.
    Cost per run: $0.003
Tuned better

Base 2 · Tuned 9

Follows required brief format with name, flow, models and cost; the other just sends a message ignoring instructions.

Prompt 38

I'm already late and my bus never showed, screenshot of the transit app attached, need an app that tells me the fastest backup route in 2 lines flat

**Name:** Missed Bus Rescue **Tagline:** Your fastest Plan B in two lines flat. **Flow:** 1. You upload the transit app screenshot and share your location. 2. You get a 2-line backup route with wal…Show allShow less

Name: Missed Bus Rescue

Tagline: Your fastest Plan B in two lines flat.

Flow:

  1. You upload the transit app screenshot and share your location.
  2. You get a 2-line backup route with walk, bus, or ride time.
  3. You tap Go to start navigation.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers to read the screenshot and write the 2-line route.
  • Muse Wonder 1.0 for long multi-step planning to compare backup routes.

Limits:

  • Needs live transit data, otherwise times may be stale.
  • Can't track sudden cancellations or delays in real-time.
  • Blurry screenshots may be misread.

Cost per run: $0.008

Here’s a two-line app suggestion:

Transit – real-time bus/train tracking with instant reroutes.
Citymapper – fastest backup routes by walking, rideshare, or transit.

Name: Late Bus Fixer Tagline: Missed bus? Get your fastest backup in 2 lines. Flow: 1. Upload your transit app screenshot. 2. Confirm your stop and destination. 3. Get 2-line fastest backup route. Mo…Show allShow less

Name: Late Bus Fixer
Tagline: Missed bus? Get your fastest backup in 2 lines.
Flow:

  1. Upload your transit app screenshot.
  2. Confirm your stop and destination.
  3. Get 2-line fastest backup route.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the screenshot and write the 2-line answer.
    Limits:
  • Needs clear screenshot, can't read blurry or cropped times.
  • No live GPS, uses screenshot data only.
    Cost per run: $0.003
Tuned better

Base 2 · Tuned 8

First follows brief format with screenshot reading and cost; the other recommends existing apps and ignores required structure.

Prompt 39

PDF of my son Jayden's report card attached, need an app that summarizes grades and missing work for a stressed mom

**Name:** Jayden Report Calm **Tagline:** A calm, clear summary of grades and missing work. **Flow:** 1. Upload Jayden's report card PDF. 2. Get a simple table of grades, missing work, and teacher…Show allShow less

Name: Jayden Report Calm

Tagline: A calm, clear summary of grades and missing work.

Flow:

  1. Upload Jayden's report card PDF.
  2. Get a simple table of grades, missing work, and teacher notes.
  3. Tap to make a to-do checklist and encouraging message.

Models:

  • Muse Spark 1.3 for text and image understanding and structured answers

Limits:

  • May misread blurry scans or handwritten comments.
  • Cannot check live grades in school portals, only the uploaded PDF.
  • Not academic or parenting advice, just a summary.

Cost per run: ~$0.004

I can’t view the PDF you mentioned — it didn’t come through in this chat. Could you re-upload the report card PDF or paste the text here? Once I can see the grades and assignments, I can help you build a simple app that summarizes his grades and flags missing work.

Name: Jayden's Report Helper Tagline: Calm, clear updates on Jayden's grades and missing work. Flow: 1. Upload Jayden's report card PDF. 2. Get a simple summary of grades and missing assignments. 3.…Show allShow less

Name: Jayden's Report Helper
Tagline: Calm, clear updates on Jayden's grades and missing work.
Flow:

  1. Upload Jayden's report card PDF.
  2. Get a simple summary of grades and missing assignments.
  3. Save a weekly check-in note to share with teachers.
    Models:
  • Muse Spark 1.3 for text and image understanding and structured answers to read the PDF and summarize grades and missing work.
    Limits:
  • May misread blurry scans or handwritten notes.
  • Not official school advice, check with teacher for accuracy.
    Cost per run: $0.004
Tuned better

Base 2 · Tuned 9

Provides full brief with name tagline flow models limits cost; the other asks for reupload instead of brief.

Prompt 40

Pic of the empty formula shelf at Target attached, I'm exhausted, need an app that finds what to do next in 2 calm steps

**Name:** Calm Formula Finder **Tagline:** Empty shelf to next step, calmly. **Flow:** 1. Snap the empty shelf, share zip code. 2. See 2 calm options: where else to check or what to ask. 3. Tap for…Show allShow less

Name: Calm Formula Finder

Tagline: Empty shelf to next step, calmly.

Flow:

  1. Snap the empty shelf, share zip code.
  2. See 2 calm options: where else to check or what to ask.
  3. Tap for map, call script, or rest note.

Models:

  • Muse Spark 1.3 for image understanding and structured answers
  • SAM 3.1 for finding and counting remaining cans on shelf
  • Muse Wonder 1.0 for planning next stores and steps

Limits:

  • No live Target inventory, info may be outdated.
  • No medical advice on formula swaps, confirm with doctor.

Cost per run: $0.018

I hear you — that empty shelf is overwhelming, and you’re running on fumes. Let’s keep this to two calm steps. **Step 1: Get a safe formula now** - Call Target’s pharmacy or customer service (number…Show allShow less

I hear you — that empty shelf is overwhelming, and you’re running on fumes. Let’s keep this to two calm steps.

Step 1: Get a safe formula now

  • Call Target’s pharmacy or customer service (number on the app/website) and ask if they have formula in the back or can hold a case for you.
  • If not, use Target’s app to order pickup/delivery from the nearest store that shows stock. Same for Walmart, Costco, or BuyBuy Baby.

Step 2: Keep baby safe tonight

  • If you’re out, use what you have + water only if you must, and call your pediatrician’s after-hours line now for guidance. Don’t start cow’s milk or homemade mixes.

You’re doing the right thing by pausing to plan. Want me to check stock at nearby stores for you?

Name: Calm Formula Finder Tagline: Empty shelf photo in, next calm step out. Flow: 1. Upload your Target shelf photo and tap your formula brand. 2. Get 2 calm steps: what to check next and what to bu…Show allShow less

Name: Calm Formula Finder
Tagline: Empty shelf photo in, next calm step out.
Flow:

  1. Upload your Target shelf photo and tap your formula brand.
  2. Get 2 calm steps: what to check next and what to buy.
    Models:
  • SAM 3.1 for finding, outlining and counting objects in photos and video - to find empty slots and formula cans.
  • Muse Spark 1.3 for text and image understanding and structured answers - to read labels and give 2-step calm answer.
    Limits:
  • Can't check live Target stock, only what is visible in photo.
  • May misread blurry or hidden labels.
    Cost per run: $0.008
Tuned better

Base 2 · Tuned 7

Provides structured brief with name models limits and cost; the other gives advice instead of a build brief.