Estimate calories from a food photo automatically

Send a photo of your meal and AI identifies the ingredients and returns an estimated calorie count in seconds.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig>"meal photo sent"]:::trig s0["identify ingredients and portions"]:::task s1["estimate calories per ingredient"]:::task s2["send calorie summary"]:::task trig --> s0 s0 --> s1 s1 --> s2 out[/"calorie estimate and nutrition note"/]:::out pay{{"faster meal logging without typing"}}:::pay s2 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepResultPayoff
Build size
Standard

A mid-size build with several tools working together.

Business functions
AI Agents & Autonomous SystemsEmail AutomationMessaging & Notifications
Connects
TelegramOpenRouter
Featured in

The problem it solves

Logging what you eat by hand is tedious enough that most people give up within a week. Guessing at portion sizes and looking up calorie counts for every ingredient takes real effort. This turns a quick photo into a calorie estimate without any manual lookup.

Who it fits

Health and fitness coaches, or anyone who wants faster meal logging without typing everything in by hand.

How it works

  1. You send a photo of your meal through Telegram
  2. A vision-capable AI identifies the likely ingredients and portion sizes
  3. It estimates the calories for each ingredient and totals them up
  4. You receive a summary with the total calories and a short nutrition note
What you get

Meals logged without pulling out a scale

You snap a photo of your plate and get a calorie estimate back without weighing or typing in a single ingredient.

What you get

A calorie estimate and short nutrition summary for the meal in the photo.

What you need

A Telegram account and a vision-capable AI API key.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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