App Overview

Boba: Local AI Calorie Tracker icon

Boba: Local AI Calorie Tracker

Dosewolf Limited · Health & Fitness

Boba is the first local AI calorie tracker that runs entirely on your phone.

$4.99

PRICE
$4.99
No in-app purchases
BUSINESS MODEL
Paid
No overall Grossing estimate available
RATING
4.0
2 ratings · Top 30%

Evidence scope: No current overall US chart position is available. Category-chart positions shown in discovery are a separate scope. Revenue is a directional model estimate, not verified earnings.

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What's included16 files

A product spec, phased build plan, differentiation notes, and screen references.

  • START_HERE
  • AGENTS
  • EVIDENCE
  • SPEC
  • BUILD_PLAN
  • DIFFERENTIATION
  • skills/
  • screens/
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Illustrative example: an invoice app for independent contractors. Your kit is tailored to the app you choose; this is not its generated content.

Feature spec

Goal: Send a clear invoice after finishing a job.

  • Add a client, line items, a due date, and payment instructions.
  • Preview the total before exporting a PDF.
  • Keep an editable draft if export fails.

Screen plan

Invoice editor: Client at the top, editable line items in the middle, total and preview action at the bottom.

States: Empty draft, validation errors beside each field, exporting, and a retry action that preserves the draft.

Differentiate and validate

Hypothesis: Contractors need faster repeat invoices more than more templates.

First experiment: Test duplicating a previous job with five contractors. Watch where they hesitate before expanding the feature set.

The full kit adds a phased build plan, evidence notes, tool prompts, and implementation guidance. It is a plan for your coding agent, not a finished app.

Usage: Mechanics are fair game; never reuse the original name, branding, assets, or verbatim copy.

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> SELECT BUILD PLATFORM:

Good fit for mobile-first iOS and Android prototypes with managed app scaffolding.

// RORK SYSTEM PROMPT
Rork plan preview for Boba: Local AI Calorie Tracker: map the core Health & Fitness workflow, choose the smallest differentiated feature set, define the data and monetization boundaries, then prototype the riskiest user journey first.
            

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Opportunities

AI-GENERATED OPPORTUNITY HYPOTHESES

These are generated suggestions, not verified review quotations. Check current App Store reviews and speak with users before treating a possible gap as a requirement.

Hypothesis 1

Enhance with user-generated content and community input.

Assumption to check: Limited food database leading to inaccurate calorie counts

Validate with people who use this workflow before building.

Hypothesis 2

Implement social sharing and challenges.

Assumption to check: No social features for accountability

Validate with people who use this workflow before building.

Hypothesis 3

Provide comprehensive food profiles and nutritional breakdowns.

Assumption to check: Lack of detailed nutritional information

Validate with people who use this workflow before building.

Hypothesis 4

Add customizable reminders and notifications for users.

Assumption to check: No reminders for meal logging

Validate with people who use this workflow before building.

App evidence

Original App Store material. Ratings and screenshots describe the existing app, not proof of demand for your version.

App Store description

Boba is the first local AI calorie tracker that runs entirely on your phone. Point your camera at food. Get calories, protein, carbs, and fat in seconds. No cloud. No account. No subscription. Ever. We built Boba because we were tired of calorie apps that hide basic features behind $30-a-year paywalls, send every photo of your lunch to someone else's server, and still get half your food identifications wrong. Boba is different by design. HOW IT WORKS 1. Open the app. 2. Point your camera at food. 3. Get calories and macros in a few seconds. 4. Log it to your day. That's it. No account, no email, no credit card, no paywall. ON-DEVICE AI Boba runs a 2-billion parameter vision-language model, fine-tuned on a custom food dataset. The entire model ships inside the app — bundled at install time, no first-launch download, no cloud calls at inference. Everything happens on your iPhone's Neural Engine. Test set accuracy: 89.8 calorie MAE. The best on-device food AI we could build. PRIVACY BY ARCHITECTURE Boba doesn't collect your data because the app is designed so it can't. There are no Boba servers that receive your photos. There is no user database. There are no analytics. The only outbound request the app ever makes is to Open Food Facts when you scan a barcode — and that query contains only the barcode digits, nothing else. Your meals, weight, goals, and photos stay on your phone. Delete the app and everything is gone. That is the entire data flow. WHAT'S INCLUDED • AI food scanner — camera → calories in seconds • Barcode scanner — Open Food Facts integration • Manual meal entry • Daily calorie + macro tracking • Water tracking • Weight tracking • Intermittent fasting timer • Dark mode • Export all your data anytime No ads. No subscriptions. No tracking. No paywalls on core features. Ever. WHO IT'S FOR • People who want to lose, gain, or maintain weight without the corporate tracker experience • Anyone allergic to subscriptions and dark patterns • Privacy-conscious users who don't want their eating habits logged to a server • Gym-goers who track macros • Intermittent fasters • Anyone who believes calorie tracking shouldn't cost $30 a year ABOUT THE MODEL Boba's vision model is a fine-tuned 2B VLM built by Doses AI. It identifies dishes, estimates portions, and outputs per-item nutrition locally. We'll improve it over time. Future major model upgrades may be offered as optional in-app upgrades, but the core app — scanning, logging, tracking - will always be free. IMPORTANT Boba is a wellness tool, not a medical device. Calorie and macro estimates are AI approximations and may be inaccurate. Boba does not diagnose, treat, or prevent any disease. For clinical nutrition advice, consult a registered dietitian or doctor. QUESTIONS? Email us at [email protected]. Made with care by Doses AI.

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Screenshots

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Build scope

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Define the first version

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Set boundaries

Decide which secondary features, integrations, and platform support can wait. Your version does not need to reproduce everything in the original.

Check the hard parts

Validate external services, specialist technology, data access, and ongoing costs for your chosen scope.

SUGGESTED BUILD STACK
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BUILD KIT DIFFICULTY
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From the Build Kit assessment.

A reliable timeline needs an agreed scope and a technical check. Ask your agent to estimate the phases in BUILD_PLAN.md after that review.