Where PlateLens nutrition data comes from

No black box. Here’s exactly how PlateLens calculates every calorie, macro, and micronutrient.

1. Food identification

Photograph the plate and an AI vision model — trained on 4.2 million labeled food images across 12,000+ food categories from over 100 countries — identifies each item. Type or dictate a meal and the same identification runs from your words. Barcodes skip straight to the product database.

2. Portion estimation

From a photo, a proprietary depth-estimation algorithm calculates volume and weight using plate geometry, food density profiles, and reference object detection — no props or scale needed. From text or voice, portions come from the amounts you say — “150 g”, “a cup” — and every portion stays editable.

3. Nutrient lookup

Identified items are matched against our multi-source nutrition database, verified for quality before inclusion:

4. Uncertainty assessment

Confidence scores are assigned at every step. When data sources disagree or coverage is limited, PlateLens shows you ranges instead of false precision — because honest estimates beat confident guesses.

Packaged foods and barcodes

Barcodes are looked up against a mirror of Open Food Facts, the open product database, with Nutritionix extending branded coverage.

The database is updated weekly; new products are indexed within 48 hours of appearing in partner databases. You never search a database by hand: describe the meal — or photograph it, or scan it — and PlateLens does the lookup, and every ingredient and portion stays editable after logging.

Alcohol in drinks

The same analysis records each drink’s alcohol strength (ABV) and the liquid you drank. For a single drink, pure alcohol is milliliters × ABV ÷ 100 × 0.789 g/ml, so a 500 ml beer at 5% has 19.7 g. For a mixed drink, it is the energy that protein, carbohydrates and fat do not explain, divided by 7 kcal per gram, once for the whole drink. A barcode uses the product’s declared % vol. When a drink’s numbers do not agree, it reads No estimate instead of a guessed amount. Alcohol energy is already part of the calories. See what counts as alcohol.

See also: portions and corrections.