Spark teaches Glimmer: brief writer
Muse Glimmer LoRA · Muse Glimmer 30B · finished
The run
- Recipe
- Muse Glimmer LoRA
- Model
- Muse Glimmer 30B
- Dataset
- Muse Muse brief writer
- GPU
- 1x A100 SXM4 (40 GB)
- GPU time
- 48 min
- GPU cost
- $1.59
- Training steps
- 120
- LoRA rank
- 16
- Learning rate
- 0.0002
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 promptsTuned Glimmer beat base on 11 of 40, base won 28, ties 1
Average score base 6.8, tuned 3.6, judged by Muse Spark 1.3.
Scores run from 1 to 10 against Muse Spark 1.3's reference answer. Judging cost $0.18.
| Muse Spark 1.3 reference | Base Glimmer | Tuned Glimmer | Verdict |
|---|---|---|---|
| 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 lessName: Pier Gull Counter
| **Name:** Pier Seagull Counter **Tagline:** Count seagulls in your pier video with frame-by-frame tracking. **Flow** 1. Upload short pier video and set start/end time range. 2. Review per-frame det…Show allShow lessName: Pier Seagull Counter Tagline: Count seagulls in your pier video with frame-by-frame tracking. Flow
Models
Limits
Cost per run: ~$0.015 | Name: Pier Gull Counter Tagline: Count every seagull in your pier video. Flow: 1. Upload your short pier video. 2. Review auto-outlined gulls frame by frame. 3. Get final count with timestamps. Model…Show allShow lessName: Pier Gull Counter
| Tie Base 9 · Tuned 9 Both give correct models, three step flows and honest limits; remaining differences are only phrasing detail. |
| 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 lessName: Pack From Closet Tagline: Turn that messy closet pic into a trip-ready packing list. Flow:
Models:
Limits:
Cost per run: $0.012 | **Name:** Closet Pack Planner **Tagline:** Turn a messy closet photo into a smart packing list. **Flow** 1. User uploads a messy closet photo and enters trip details like destination and days. 2. Ap…Show allShow lessName: Closet Pack Planner Flow
Models
Limits
Cost per run: ~$0.012 | Name: Closet Pack List Tagline: Turn your messy closet into a ready-to-pack list. Flow: 1. Upload your messy closet photo. 2. Review and check off detected clothes and shoes. 3. Get a clean packing l…Show allShow lessName: Closet Pack List
| Base better Base 9 · Tuned 7 Adds trip details and categorized suggestions matching reference; the other drops destination context and feels thin. |
| 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 lessName: Egg Crack Counter Flow:
Models:
Limits:
Cost per run: $0.008 | **Egg Crack Counter** Tagline: Count cracked eggs on a conveyor belt photo in seconds. Flow 1. Upload this morning's conveyor belt photo. 2. App finds all eggs and flags cracked vs intact. 3. Shows…Show allShow lessEgg Crack Counter Flow
Models
Limits
Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Provides complete brief with correct models and limits; the other gives no answer. |
| 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 lessName: Seedling Saver Tagline: Keep the tomatoes, pull the weeds. Flow:
Models:
Limits:
Cost per run: ~$0.008 | **Garden Seedling Spotter** Tagline: Tell tomato seedlings from weeds before you pull. Flow 1. User uploads a photo of the garden bed. 2. App outlines each seedling and labels it Tomato Seedling or…Show allShow lessGarden Seedling Spotter Flow
Models
Limits
Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Completed brief follows required shape with correct models and limits; the other produced no answer. |
| 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 lessName: Glare-Free Claim Tagline: Clean up phone glare to show damage clearly. Flow:
Models:
Limits:
Cost per run: ~$0.015 | **Name:** GlareErase Claim **Tagline:** Clean windshield photos for insurance approval. **Flow** 1. User uploads phone car damage photo and confirms damage area to keep. 2. App isolates windshield/…Show allShow lessName: GlareErase Claim Tagline: Clean windshield photos for insurance approval. Flow
Models
Limits
Cost per run: ~$0.018 | Name: Glare-Free Claim Tagline: Clear damage photos adjusters will accept. Flow: 1. Upload your phone photo of the car damage. 2. Tap the windshield area to remove glare. 3. Download the cleaned bef…Show allShow lessName: Glare-Free Claim Flow:
Models:
Limits:
Cost per run: ~$0.025 | Tuned better Base 5 · Tuned 6 Preserves original plus cleaned copy for adjuster while other exports only edited photo and claims reconstructed detail. |
| 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 lessName: Mom's Recipe Reader Tagline: Turn faded handwriting into clean, printable recipe text. Flow:
Models:
Limits:
Cost per run: ~$0.004 | **Name:** Recipe Handwriting Transcriber **Tagline:** Turn messy handwritten recipes into clean typed cards. **Flow** 1. User uploads photo of handwritten recipe. 2. App isolates text regions and t…Show allShow lessName: Recipe Handwriting Transcriber Tagline: Turn messy handwritten recipes into clean typed cards. Flow
Models
Limits
Cost per run: ~$0.012 | Name: Mom's Recipe Reader Tagline: Turn messy handwritten recipes into neat, readable ones. Flow: 1. Upload photo of the handwritten chicken recipe. 2. Review and tap any words the app flagged as uns…Show allShow lessName: Mom's Recipe Reader
| Tuned better Base 6 · Tuned 8 Keeps flow user focused and avoids unneeded image generation; the other adds system steps and misuses image model. |
| 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 lessName: Power Bill Explainer Flow:
Models:
Limits:
Cost per run: $0.004 | Name: Bill Whisperer Flow
| Name: Bill Plain Talk Tagline: Snap your bill, get a plain-words why it's high. Flow: 1. Upload your electric bill screenshot. 2. Review extracted usage, rates, and fees. 3. Get a plain-words summary…Show allShow lessName: Bill Plain Talk
| Tuned better Base 3 · Tuned 9 The complete brief gives all sections with correct model and cost; the other is cut off and missing models, limits and cost. |
| 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 lessName: Market Apple Counter Tagline: Count Gala vs Fuji in crowded stall photos, no doubles. Flow:
Models:
Limits:
Cost per run: ~$0.012 | **Apple Stall Counter** Tagline: Count Gala vs Fuji apples in a crowded stall photo without double counting. Flow 1. Upload stall photo and set count mode for Gala vs Fuji. 2. App segments individu…Show allShow lessApple Stall Counter Tagline: Count Gala vs Fuji apples in a crowded stall photo without double counting. Flow
Models
Limits
Cost per run: ~$0.015 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Delivers complete brief with correct models, flow and limits while the other provides no answer at all. |
| 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 lessName: Tote Bag Auditor Flow:
Models:
Limits:
Cost per run: $0.012 | **Name:** Tote Contaminant Counter **Tagline:** Outline plastic bag contaminants and get a precision audit count from a tote photo. **Flow** 1. User uploads photo of mixed recycling tote. 2. App out…Show allShow lessName: Tote Contaminant Counter Flow
Models
Limits
Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Complete brief uses correct models with clear audit flow; the other gives no answer. |
| 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 lessName: Hive Traffic Counter Flow:
Models:
Limits:
Cost per run: ~$0.032 | **HiveFlow Counter** Tagline: Accurate enter/exit bee counts from slow-motion hive entrance video. Flow 1. Upload slow-motion hive entrance video and set entrance zone lines for in/out. 2. App trac…Show allShow lessHiveFlow Counter Tagline: Accurate enter/exit bee counts from slow-motion hive entrance video. Flow
Models
Limits | [no final answer within 512 new tokens] | Base better Base 4 · Tuned 1 Provides name, tagline, flow and valid models while the other gives nothing, though it is cut off before limits and cost. |
| 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 lessName: Monstera Spot Checker
| Name: Monstera Spot Checker Tagline: Simple diagnosis for brown leaf spots in plain language. Flow: 1. User uploads a photo of monstera leaves with brown spots. 2. App highlights the spots and asks…Show allShow lessName: Monstera Spot Checker Flow:
Models: Limits: | [no final answer within 512 new tokens] | Base better Base 7 · Tuned 1 Gives clear name, flow, and correct models with plain verdict; the other provides no output at all. |
| 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 lessName: Koi Color Counter
| **Koi Color Counter** Tagline: Count orange vs white koi from a pond video clip. Flow 1. Upload short pond clip and set target colors orange and white. 2. App tracks and outlines each fish across fr…Show allShow lessKoi Color Counter Flow
Models
Limits
Cost per run: ~$0.015 | Name: Koi Color Counter Tagline: Count orange vs white koi in seconds. Flow: 1. Upload your short pond clip. 2. App tracks each fish and flags orange or white. 3. Get total counts and a simple chart.…Show allShow lessName: Koi Color Counter
| Tuned better Base 8 · Tuned 9 Keeps exact Name Tagline Flow labels and is concise; the other adds bold and drops colons. |
| 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 lessName: Fridge Magnet Tour
| **Name:** Magnet Memory Maker **Tagline:** Turn fridge magnets into funny travel stories. **Flow** 1. Upload fridge photo and confirm magnet crop. 2. App identifies each magnet and reads the city n…Show allShow lessName: Magnet Memory Maker Tagline: Turn fridge magnets into funny travel stories. Flow
Models
Limits
Cost per run: ~$0.015 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Delivers complete brief with correct models and cost; the other gives no answer. |
| 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 lessName: Cheery Sourdough Steps Flow:
Models:
Limits:
Cost per run: $0.003 | **Name:** Sourdough Simplifier **Tagline:** Turn any blog recipe into 5 cheerful beginner steps. **Flow** 1. User uploads a screenshot of the sourdough blog recipe. 2. App extracts the ingredients…Show allShow lessName: Sourdough Simplifier Tagline: Turn any blog recipe into 5 cheerful beginner steps. Flow
Models
Limits
| Name: Sourdough Buddy Tagline: Your blog recipe, now 5 cheerful steps for beginners. Flow: 1. Upload your sourdough recipe screenshot. 2. Confirm ingredients and time. 3. Get 5 short, cheerful steps…Show allShow lessName: Sourdough Buddy
| Tuned better Base 5 · Tuned 9 Complete brief uses only needed text model while the other adds unneeded image model and cuts off mid sentence. |
| 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 lessName: Rent Rise Reader
| Name: Rent Memo Emailer Tagline: Transcribe landlord voice memo and draft a formal rent increase email. Flow: 1. User uploads voice memo and confirms recipient email. 2. App transcribes audio verbat…Show allShow lessName: Rent Memo Emailer Flow:
Models:
Limits:
Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Delivers full brief with correct models, flow and cost while the incomplete response offers no usable output. |
| 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 lessName: Ant Tunnel Mapper
| Name: Ant Tunnel Mapper Flow
| [no final answer within 512 new tokens] | Base better Base 3 · Tuned 1 Partial brief gives correct name and starts flow, while the other provides nothing. |
| 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 lessName: Plot Stone Reader Flow:
Models:
Limits:
Cost per run: $0.007 | **Name:** Headstone Table Builder **Tagline:** Turn cemetery photos into a clean family table. **Flow** 1. Upload photo of old headstones and confirm family plot area. 2. Review extracted names, da…Show allShow lessName: Headstone Table Builder Tagline: Turn cemetery photos into a clean family table. Flow
Models
Limits
Cost per run: ~$0.015 | Name: Plot Stone Reader Tagline: Turn worn headstone photos into a clean family table. Flow: 1. Upload your family plot photo. 2. Review and fix the auto-read names and dates. 3. Export the clean fam…Show allShow lessName: Plot Stone Reader
| Tuned better Base 7 · Tuned 9 Uses only needed vision and text models for table; the other adds unneeded planning model and implies relationship inference. |
| 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 lessName: Bill Alert Snap
| **Name:** Bill Alert Reader **Tagline:** Instant overdue bill summary from a screenshot. **Flow** 1. User uploads a screenshot of the electric bill. 2. App extracts the amount due and due date from…Show allShow lessName: Bill Alert Reader Flow
Models Limits Cost per run: ~$0.003 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Complete brief uses correct model and clear three step flow while missing response offers no help. |
| 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 lessName: Claim Sign Helper Tagline: Know what to sign and where to send in minutes. Flow:
Models:
Limits:
Cost per run: ~$0.008 | **Name:** Claim Sign Helper **Tagline:** Extract what to sign and where to send from your insurance PDF. **Flow** 1. Upload your car insurance claim PDF or photo. 2. App highlights signature fields…Show allShow lessName: Claim Sign Helper Tagline: Extract what to sign and where to send from your insurance PDF. Flow
Models
Limits
| [no final answer within 512 new tokens] | Base better Base 4 · Tuned 1 Partial brief extracts signatures and send address; the other gives no answer at all. |
| 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 lessName: Interview Commute Planner Flow:
Models:
Limits:
Cost per run: $0.008 | **Name:** Interview Commute Planner **Tagline:** Leave on time, arrive calm for your interview. **Flow** 1. User enters interview address, time, and start location, optionally uploads a photo of th…Show allShow lessName: Interview Commute Planner Tagline: Leave on time, arrive calm for your interview. Flow
Models
Limits
| Name: Interview On-Time Planner Tagline: Get there calm, not late. Flow: 1. Enter interview address, time, and start location. 2. Choose bus-only options and buffer for walking. 3. Get leave time + s…Show allShow lessName: Interview On-Time Planner
| Tuned better Base 4 · Tuned 9 Complete brief follows exact shape with valid models and cost; the other is cut off and misses cost. |
| 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 lessName: Feeder Bird Counter Flow:
Models:
Limits:
Cost per run: ~$0.015 | **Name:** Feeder Bird Counter **Tagline:** Count every bird that lands on your feeder from a short video. **Flow** 1. Upload your feeder video and set start/end time or let the app auto-detect acti…Show allShow lessName: Feeder Bird Counter Tagline: Count every bird that lands on your feeder from a short video. Flow
Models
Limits
Cost per run: ~$0.015 | Name: Feeder Bird Counter Tagline: Count every visitor at your feeder. Flow: 1. Upload your short morning video. 2. Review auto-outlined birds frame-by-frame. 3. Get total landings with timestamp lis…Show allShow lessName: Feeder Bird Counter
| Tuned better Base 6 · Tuned 9 Keeps brief concise with only relevant models while the other adds unnecessary planning and exceeds length. |
| 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 lessName: March Receipt Total Flow:
Models:
Limits:
Cost per run: $0.008 | **Name:** Receipt March Tally **Tagline:** Snap a pile, get your March coffee total instantly. **Flow** 1. User uploads the photo of the receipt pile and confirms date filter = March. 2. App isolat…Show allShow lessName: Receipt March Tally Tagline: Snap a pile, get your March coffee total instantly. Flow
Models
Limits
Cost per run: ~$0.012 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Delivers complete brief in required shape with valid models; the other provides nothing. |
| 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 lessName: Ceiling Stain Watch
| **Name:** Ceiling Leak Scout **Tagline:** Outline damp stains and get a clear call-roofer recommendation. **Flow** 1. User uploads ceiling photo and confirms rain exposure and patch history. 2. App…Show allShow lessName: Ceiling Leak Scout Tagline: Outline damp stains and get a clear call-roofer recommendation. Flow
Models
Limits
Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Finished brief outlines damp area and gives roofer verdict with valid models; the other produced no answer. |
| 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 lessName: Inbox Urgent Triage
| Name: Inbox Triage Tonight Flow
| [no final answer within 512 new tokens] | Base better Base 5 · Tuned 1 Gives proper name, tagline and starts flow from screenshot while the other gives no answer. |
| 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 lessName: Plumber Second Opinion
| Name: Plumber Quote Checker Tagline: Transcribe a plumber voice memo and get a second-opinion checklist. Flow: 1. Upload the voice memo of the plumber explaining the water heater noise. 2. Review th…Show allShow lessName: Plumber Quote Checker Flow:
Models:
Limits:
Cost per run: $0.012 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Finished brief hits all sections with correct models and cost while the other produced no answer. |
| 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 lessName: Fancy Fence Preview Tagline: Turn your napkin scribble into a clean fence picture. Flow:
Models:
Limits:
Cost per run: ~$0.02 | **Fence Sketch Polisher** Tagline: Turn messy napkin fence sketches into clean, shareable renders. Flow 1. Upload your napkin sketch photo and add notes like style, height, material. 2. App extract…Show allShow lessFence Sketch Polisher Tagline: Turn messy napkin fence sketches into clean, shareable renders. Flow
Models
Limits
Cost per run: ~$0.018 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Polished brief follows required format with valid models and clear steps; the other provides no answer. |
| 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 lessName: June Gift Tally Tagline: Snap the pile, know your June spend. Flow:
Models:
Limits:
Cost per run: ~$0.008 | **Name:** Receipt June Tally **Tagline:** Add up a pile of birthday receipts from one photo. **Flow** 1. User uploads photo of the receipt pile and confirms June filter. 2. App isolates each receipt…Show allShow lessName: Receipt June Tally Flow
Models
** | [no final answer within 512 new tokens] | Base better Base 4 · Tuned 1 Gives partial brief with name, flow and correct models while the other gives nothing. |
| 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 lessName: Retry Log Scanner
| **Name:** Log Trace Classifier **Tagline:** Parse truncated stack traces from screenshots and flag retryable failures. **Flow** 1. User uploads staging error log screenshot. 2. App extracts stack t…Show allShow lessName: Log Trace Classifier Tagline: Parse truncated stack traces from screenshots and flag retryable failures. Flow
Models
| [no final answer within 512 new tokens] | Base better Base 5 · Tuned 1 Provides name, tagline, flow and correct model use; the other gives no answer at all. |
| 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 lessName: Race Ready Reconciler
| **Name:** Train Merge Coach **Tagline:** Merge plan and physio into clear weekly priorities. **Flow** 1. Upload PDF, app extracts training schedule and physio notes. 2. App reconciles workouts with…Show allShow lessName: Train Merge Coach Tagline: Merge plan and physio into clear weekly priorities. Flow
Models
Limits
Cost per run: ~$0.018 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Delivers complete brief with correct models and cost while the other provides no answer. |
| 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 lessName: Bilingual Call Capture
| **Name:** Bilingual Call Transcribe **Tagline:** Accurate transcript that follows language switches mid-call. **Flow** 1. User uploads voice memo and selects source/target languages. 2. App transcr…Show allShow lessName: Bilingual Call Transcribe Tagline: Accurate transcript that follows language switches mid-call. Flow
Models
Limits
Cost per run: ~$0.012 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Provides complete brief in required shape; the other gives no answer. |
| 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 lessName: Balcony Garden Helper Flow:
Models:
Limits:
Cost per run: ~$0.015 | **Balcony Garden Redraw** Tagline: Clean up your napkin sketch into a shoppable planting plan. Flow 1. Upload napkin photo and confirm pots for tomatoes and mint. 2. App extracts layout and redraws…Show allShow lessBalcony Garden Redraw Tagline: Clean up your napkin sketch into a shoppable planting plan. Flow
Models
Limits | [no final answer within 512 new tokens] | Base better Base 5 · Tuned 1 Offers structured garden brief with flow and models though cut off, while empty response helps not at all. |
| 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 lessName: Park Check Now
| **ParkNow Checker** Tagline: Snap a sign, know if you can park right now. Flow 1. User uploads a photo of a parking sign and taps Check. 2. App reads the sign text and extracts time limits, days, an…Show allShow lessParkNow Checker Flow
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Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Finished brief gives correct models, three steps and limits within word count while the missing response offers nothing. |
| 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 lessName: Whiteboard Grocery Helper Flow:
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Cost per run: $0.004 | **Name:** Fridge List Maker **Tagline:** Turn your whiteboard dinners into a quick grocery list. **Flow** 1. User uploads a photo of the fridge whiteboard. 2. App reads the dinner ideas and extract…Show allShow lessName: Fridge List Maker Tagline: Turn your whiteboard dinners into a quick grocery list. Flow
Models
| [no final answer within 512 new tokens] | Base better Base 4 · Tuned 1 Gives name tagline and user flow from the photo while the empty response gives nothing, though it is cut off before limits and cost. |
| 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 lessName: Kind Reply Maker
| **Name:** Landlord Reply Helper **Tagline:** Draft a polite, under-70-word apology from a landlord email screenshot. **Flow** 1. User uploads screenshot of landlord noise email. 2. App reads the ema…Show allShow lessName: Landlord Reply Helper Flow
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| [no final answer within 512 new tokens] | Base better Base 6 · Tuned 1 Provides relevant brief with correct model and steps; the empty response serves nothing. |
| 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 lessName: Vinyl Shelf Lister Tagline: Snap your shelf, get a clean A-to-Z album list. Flow:
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Cost per run: $0.008 | **Name:** Vinyl Shelf Indexer **Tagline:** A-Z vinyl list from a shelf photo, no chatter. **Flow** 1. User uploads shelf photo and confirms sort order A-Z. 2. App detects each record spine, reads ti…Show allShow lessName: Vinyl Shelf Indexer Flow
Models
| [no final answer within 512 new tokens] | Base better Base 5 · Tuned 1 Gives usable brief with spine detection and table formatting while the other provides no answer at all. |
| 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 lessName: Screen Crack Triage
| **Name:** Crack Check Finder **Tagline:** Snap your cracked screen, get a fix or repair shop nearby. **Flow** 1. User uploads photo of cracked iPhone 12 screen. 2. App outlines damage and classifie…Show allShow lessName: Crack Check Finder Tagline: Snap your cracked screen, get a fix or repair shop nearby. Flow
Models
| Name: Crack Check Fixer Tagline: Snap your cracked screen, get fix or shop advice fast. Flow: 1. Upload your iPhone 12 screen photo after the drop. 2. Confirm crack location and size from the close-u…Show allShow lessName: Crack Check Fixer
| Tuned better Base 3 · Tuned 9 Complete brief with correct models and limits stays under word count; the other is cut off and adds unneeded image generation. |
| 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 lessName: Calm Outage Texter Tagline: Turn scary outage maps into a calm neighbor update. Flow:
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Cost per run: ~$0.003 | **Name:** Calm Outage Messenger **Tagline:** Turn outage maps into neighbor-friendly updates. **Flow** 1. User uploads the outage map screenshot. 2. App reads the map and extracts homes affected, st…Show allShow lessName: Calm Outage Messenger Flow
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Cost per run: ~$0.008 | Name: Elm Street Calm Note Tagline: Turn scary outage maps into a calm neighbor update. Flow: 1. Upload your outage map screenshot. 2. Confirm Elm St and 342 homes. 3. Copy the calm text to send. Mod…Show allShow lessName: Elm Street Calm Note
| Tuned better Base 8 · Tuned 9 Keeps flow as user actions with specific Elm St detail; the other describes app actions not user steps. |
| 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 lessName: Missed Bus Rescue Tagline: Your fastest Plan B in two lines flat. Flow:
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Cost per run: $0.008 | **Late Bus Rescue** Tagline: Get a 2-line backup route from your transit screenshot instantly. Flow 1. User uploads transit app screenshot and confirms start/end. 2. App reads the missed bus info a…Show allShow lessLate Bus Rescue Tagline: Get a 2-line backup route from your transit screenshot instantly. Flow
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Cost per run: ~$0.008 | [no final answer within 512 new tokens] | Base better Base 9 · Tuned 1 Delivers complete brief in correct format with valid models; the other provides no answer at all. |
| 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 lessName: Jayden Report Calm Tagline: A calm, clear summary of grades and missing work. Flow:
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Cost per run: ~$0.004 | Name: Jayden Report Summarizer Flow
| Name: Jayden Report Helper Tagline: Calm, clear grades and next steps for Jayden. Flow: 1. Upload Jayden's report card PDF. 2. Get a simple summary of grades and missing work. 3. Get a short checklis…Show allShow lessName: Jayden Report Helper
| Tuned better Base 3 · Tuned 9 Complete brief follows required shape with models limits and cost; the other is cut off mid-flow. |
| 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 lessName: Calm Formula Finder Tagline: Empty shelf to next step, calmly. Flow:
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Cost per run: $0.018 | **Name:** Shelf Calm Finder **Tagline:** Calm next steps when the shelf is empty. **Flow** 1. User uploads photo of empty formula shelf and taps “Find next step”. 2. App confirms what’s missing and…Show allShow lessName: Shelf Calm Finder Tagline: Calm next steps when the shelf is empty. Flow
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Cost per run: ~$0.018 | Name: Calm Shelf Helper Tagline: Turn an empty shelf photo into 2 calm next steps. Flow: 1. Upload your Target formula shelf pic. 2. Confirm your baby's age and formula type. 3. Get 2 calm steps to d…Show allShow lessName: Calm Shelf Helper
| Base better Base 9 · Tuned 7 Gives three model plan with sequencing and calmer two action flow; the other asks extra input and skips planning model. |