Log meals and calories automatically from a food photo

Send a photo of your meal and get back the food name and an estimated calorie count instantly.

How the work actually flows

It branches. Every path runs.

Pattern: Parallel Split (2)

flowchart TD trig>"photo sent by user"]:::trig s0["receive food photo"]:::task s1["AI identifies food and calories"]:::task trig --> s0 s0 --> s1 gx{"+ record and notify"}:::gate s1 --> gx p00["logged to spreadsheet with timestamp"]:::task gx -->|"log meal"| p00 p10["sends food name and calorie estimate"]:::task gx -->|"reply to user"| p10 p00 --> out p10 --> out out[/"logged meal with instant calorie reply"/]:::out pay{{"effortless diet tracking"}}:::pay 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 stepEvery pathResultPayoff
Build size
Standard

A mid-size build with several tools working together.

Business functions
Messaging & NotificationsSpreadsheet & Database Ops
Connects
TelegramOpenAIGoogle Sheets

The problem it solves

You want to track what you eat, but typing every meal into an app is tedious enough that you eventually stop. Estimating calories for food you didn't cook yourself is hard to do accurately. You need a faster way to log meals without breaking your routine.

Who it fits

Anyone tracking their diet, or a wellness coach who wants an easy way for clients to log meals.

How it works

  1. You send a photo of your food
  2. AI identifies the food and estimates its calorie content
  3. The result is logged with a timestamp in a spreadsheet
  4. You receive a reply with the food name and estimated calories
What you get

A quick calorie count from a photo

Snap a picture of your meal and get the food identified with an estimated calorie count logged automatically.

What you get

A running log of meals and estimated calories, plus an instant reply for each photo.

What you need

A messaging bot account and an OpenAI account with image access.

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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