How OpenPlate Works

OpenPlate helps people who need strict gluten avoidance explore venues, ask better safety questions, and share what they observed, so the next diner has clearer information.

The flow is simple: Explore venues on the map, Ask with DinerAssist when you visit, and Share a structured report after you dine.

OpenPlate does not provide medical advice and does not certify venues. It organises community reports into consistent kitchen types to support informed decisions.

Optional subscriptions support development and extra tools. They do not influence venue scoring.

Why it's built this way

Most gluten-free dining tools are built around finding places with gluten-free options, reviews, dedicated gluten-free venues, or information pulled from menus and venue advertising.

OpenPlate takes a different approach.

Think about where many of us actually feel most confident trying somewhere new. It is often after asking in a coeliac Facebook group and hearing from people in our own community who have actually eaten there, asked the questions, spoken to staff and seen how things were handled.

That is the idea behind OpenPlate.

Instead of relying mainly on what a venue says about itself, OpenPlate captures structured observations from coeliac diners about how gluten-free food is handled in practice. That includes preparation, fryer use, flour in the prep area, staff knowledge, menu accuracy and other kitchen practices.

Most of us also eat in mixed kitchens, not just dedicated gluten-free venues. OpenPlate is designed to make those kitchens easier to understand rather than reducing them to a vague “gluten-free friendly” label.

Community observations are combined into clear kitchen signals. Unknown answers are not treated as danger, and Well Prepared is reserved for mixed kitchens with dedicated or separate preparation, confident staff, a matched menu, and a known dedicated or no-fryer setup. Shared kitchens with procedures, or a known shared fryer, stay at Some Safeguards. Confidence shows how much evidence supports that assessment — one report is early information, not a weaker kitchen type.

The aim is to give you something closer to the information you would hope to get from your own coeliac community, but structured in a way that is easier to search, compare and understand.

Core search, community reports and gluten-free safety information stay free. Optional Supporter features help fund OpenPlate, but safety information is never paywalled and subscriptions never influence scoring.

For the story behind OpenPlate, see About.

Kitchen types

Each venue is shown as a kitchen type based on reported systems and controls, not food quality, and not a medical guarantee.

• Dedicated Gluten-Free
• Well Prepared
• Some Safeguards
• Higher Risk
• Not Enough Data

For mixed kitchens, OpenPlate looks at reported practices across:

• Cross-contact controls
• Staff knowledge and communication
• Menu accuracy
• Fryer status (dedicated GF, separate, shared, or none)
• Wheat flour used on-site (flour dust raises cross-contact risk)

Kitchen types come from structured report logic and may be capped when recent safety concerns remain unresolved.

Map marker guide

Dedicated Gluten-Free

Well Prepared

Some Safeguards

Higher Risk

Not Enough Data

Markers reflect reported kitchen structure, not medical guarantees.

Evidence and corroboration

• Only a user's most recent report per venue contributes to the current kitchen type.
• Stronger kitchen types need corroboration from multiple independent diners.
• Red-flag reports may cap or downgrade a kitchen type depending on severity and recency.
• Menu mismatch flags (for example GF claims that don't match observed preparation) can affect the type until resolved or the flag expires.
• Strength reflects structural consistency over time, not review volume alone.

Safety concerns

A safety concern overlay appears when two or more independent reports within 90 days indicate serious cross-contact risks (for example unclear controls, menu discrepancies, or dismissive responses).

Safety concerns may temporarily cap or downgrade a kitchen type until corroborating positive reports arrive. The system prioritises recent, independent evidence.

How much we know

• Limited information
• Early information
• Solid information
• Strong information

This reflects how much community evidence we have, not safety. A venue can show strong reported systems and still show limited information if few people have shared visits. From community reports. Not a medical guarantee.

Ask the right questions

Talking with staff is part of eating safely. DinerAssist helps guide that conversation with kitchen safety questions such as:

• Dedicated gluten-free fryer
• Prep area separation
• Sauces and ingredients
• Loose wheat flour in the kitchen

DinerAssist is a conversation guide, not a certification. A QR code lets servers scan questions and take them back to the kitchen.

Important

Dining with coeliac disease always involves individual risk. OpenPlate supports structured decision-making. It does not replace talking with venues or following your own medical advice.

• Ask staff about preparation practices
• Use DinerAssist to guide that conversation
• Confirm how gluten-free meals are handled in the kitchen
• Decide based on your own medical guidance

Contribute

Sharing a visit strengthens kitchen-type accuracy for everyone.

1. Check the map. Search any restaurant and see what the community has shared.
2. Import from Google if needed. Add a nearby place so others can find it too.
3. Dine out. Experience the venue yourself.
4. Answer the safety questions. Cover cross-contact, staff knowledge, menu accuracy, fryer status, and wheat flour on-site.
5. Submit your report. Your most recent report for each venue contributes to its current kitchen type.

Sign in to get started. Every contribution improves clarity for the community.