Challenge
Barcode-first trackers break down on homemade Indian meals, mixed plates, and recipes that change from one kitchen to the next. Logging every ingredient by hand creates more friction than insight.
FuelNote
AI calorie and macro tracking from a photo, voice note, or text, designed around Indian food, homemade meals, and real portions.
Info
Project
Overview
Solution
FuelNote accepts a photo, voice note, or text description, separates the meal into items, and returns an editable calorie and macro estimate with weekly patterns.
Result
The product direction makes food logging feel closer to describing what you ate than filling out a database, while keeping every estimate visible and adjustable.
Track the meal you ate, not the one a database guessed.
Every screen keeps logging lighter.
I worked backwards from the moment someone finishes a meal: capture it quickly, make the estimate understandable, and make every correction easy. Scroll to see how those choices shaped FuelNote.
What it does
Log without breaking the moment
Start with a photo, voice note, or quick description, so logging feels like capturing the meal instead of assembling a database entry.
The thought process
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Capture before precision
The first interaction had to match how people remember a meal. A photo, a sentence, or a voice note is faster and more natural than searching a food database ingredient by ingredient.
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Indian food needs estimation, not barcode lookup
Homemade dishes, mixed plates, and changing recipes rarely have a reliable packaged-food match. The product needed to reason from the meal people actually ate.
What it does
Every estimate stays editable
FuelNote separates the plate into foods, shows the calorie and macro estimate, and lets you correct any assumption before it becomes history.
The thought process
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Every AI estimate stays editable
An estimate can be useful without pretending to be exact. Keeping the foods, portions, calories, and macros editable lets the person correct the model instead of accepting a confident mistake.
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Show how the total was built
A single calorie number hides too much. Breaking the meal into visible items makes the result easier to check, adjust, and learn from.
What it does
Weekly patterns over daily guilt
The weekly view looks for useful patterns across meals instead of turning one imperfect day into a verdict.
The thought process
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Patterns matter more than streaks
The useful question is what keeps happening across a week, not whether one day was perfect. Weekly patterns create insight without turning the product into another source of guilt.
Track honestly. Adjust easily.
FuelNote makes food logging quick enough to keep and transparent enough to trust, without turning every meal into admin.
View FuelNote ↗