About ProperFood

Safer Restaurant Discovery With Human In The Loop

ProperFood helps you discover restaurants that are not only popular, but also safer for your dietary and service-safety needs. The app combines structured preference parsing, review-risk auditing, and transparent ranking so you can make confident decisions.

Step 1

Parse Intent

Extract cuisine, dietary, budget, and safety needs from your query.

Step 2

Audit Reviews

Analyze low-star reviews for dietary issues, hygiene concerns, and service risks.

Step 3

You Decide

Pick from ranked candidates, then generate a final report with evidence.

Profile Dietary Restrictions = Hard Filter

Anything entered in Profile dietary restrictions is treated as compulsory. It is not interpreted as "prefer" or "nice-to-have." Restaurants that conflict with these conditions may be filtered out.

Use Profile for non-negotiable safety requirements only.

Shellfish allergy
Halal-only requirement
Strict discrimination safety checks

Home Query = Flexible Preference

If your intent is soft or negotiable, write it in the Home query. This is where the agent handles trade-offs during ranking instead of hard elimination.

Good examples for Home query:

I preferably want fewer vegetables
Quiet place if possible
Pet-friendly would be a bonus

Quick Rule Of Thumb

If breaking it could harm health or safety, put it in Profile. If it is a preference you can relax, put it in the Home query.

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