Documentation

Everything you need to know about using Eatomate—from 3 weigh-ins to single-tap logging.

1.5 seconds per meal • 1.6 minutes per week • 95% accuracy via physics-based reconciliation

1.6 min
Per Week Total
1.5 sec
Per Meal Average
~95%
Accuracy by Week 4
100×
Faster Than Competitors

Technical Architecture

Calibration → Single-Tap Logging

  • Week 1-2: Weigh 3 portions per meal type → Gaussian calibration
  • Week 3+: 90% single-tap (1 sec), 9% search (3 sec), 1% weigh (30 sec)
  • Weighted average: 1.5 seconds per meal
  • Weekly effort: 1.6 minutes (vs 42-63 min for competitors)

Data Infrastructure

  • Backend: Java Spring Boot + PostgreSQL
  • Hosting: Railway (EU) for GDPR compliance
  • CDN: Cloudflare global delivery
  • Storage: AWS S3 (EU) with 30-day retention

Mass Conservation Reconciliation

  • Physics equation: Consumed = Purchased - Remaining - Waste
  • Fast-expiring: Milk expires → Auto-reconcile all meals
  • Slow-expiring: Rice consumed? → Prompt reweigh
  • Result: 95% accuracy ground truth (corrects Gaussian estimates)

Intelligent Caching (2M+ Barcodes)

  • 2M+ barcodes preloaded: Instant nutrition lookup for most products
  • Fuzzy trie: OCR-aware edit distance (handles "Teseo" → "Tesco")
  • Mistral AI: First user scans → Maps for all users forever
  • Network effects: Month 12: 95%+ cache hit → 5 sec receipt scan

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