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: 92 peer-reviewed studies analyzed. 101 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.

FitChef is a digital publisher and evidence synthesis platform. We aggregate and structure publicly available research for informational purposes. FitChef does not perform original clinical research, provide medical advice, or offer treatment recommendations. Certainty tiers reflect the volume and agreement of the underlying evidence, not an editorial endorsement of study quality. Consult a qualified healthcare professional before making changes to your diet or exercise regimen.

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