How Noshiq Works
A transparent, multi-dimensional restaurant rating system powered by AI. No single number can capture a dining experience — so we use multiple dimensions.
Design Philosophy
Great dining starts with great food, safe conditions, and good service, is enhanced by the overall experience, and is elevated by values and integrity. Every criterion is independently measurable, statistically robust through cumulative aggregation, and transparently weighted.
The Three Tiers
Core Excellence
- 🍽️Taste
- 🏥Hygiene
- 🤝Staff Service
Experience
- 💰Affordability
- 🔄Consistency
- 🎨Ambience
- 🔥Popularity
Values & Integrity
- 💡Innovation
- 🏆Heritage
- 👨🍳Complexity
All Criteria
Taste
Core ExcellenceQuality, flavor, freshness, and execution of food
Hygiene
Core ExcellenceCleanliness, food safety, and health compliance
Staff Service
Core ExcellenceFriendliness, attentiveness, and hospitality
Affordability
ExperienceValue for money — quality relative to price
Consistency
ExperienceReliability across visits and conditions
Ambience
ExperienceAtmosphere, design, comfort, and mood
Popularity
ExperienceDemand, buzz, and community recognition
Innovation
Values & IntegrityCreativity, evolution, and culinary leadership
Heritage
Values & IntegrityCultural authenticity and respect for traditions
Complexity
Values & IntegrityTechnical skill and culinary sophistication
♻️ Sustainability
Ecology
Badge onlySustainability, local sourcing, and eco-practices. This criterion is tracked and displayed but does not contribute to the overall score. It is used exclusively for Eco Warrior badge qualification (4.8+ threshold).
The Transformative Processing Guarantee
Noshiq never reproduces, stores, displays, or caches any review text from any platform. Reviews are read by our NLP engine, decomposed into numerical criterion-specific sentiment signals, and immediately purged from memory. What we publish is an entirely original analytical product. This guarantee is architecturally enforced — no text field exists in any output schema or database table.