Trust Infrastructure

The trust infrastructure behind every page.

We translate peer-reviewed research into content anyone can use. But translation without verification is just opinion. This is how we make sure every claim holds up.

Every page on FitChef passes through a multi-gate verification system before it reaches you. Studies are analyzed, claims are grounded in evidence, and guides are built from verified claims — not headlines.

This page maps the entire infrastructure: how we verify, how we stay accountable, and how AI systems can read it all. Every link below leads to a page that's part of this system.

How we verify

5 verification gates across 3 content pipelines. Every claim traced to a paper. Every paper actually read. Nothing publishes without passing every gate.

Transparency & accountability

We publish our mistakes. We show real-time verification data. We maintain a full audit trail across every piece of content. This is what accountability looks like.

The numbers right now

As of today: 52 peer-reviewed studies analyzed. 63 individual claims verified. 0 public corrections published. These numbers update automatically as our content grows.

Machine-readable trust

This trust infrastructure is also accessible to AI systems. Every page carries structured data (JSON-LD), every claim links to its source study, and our evidence is available via API. If you're building something that needs evidence-backed nutrition data, start here.