We read every review
so you don’t have to.
Fred synthesizes dozens of field tests into one transparent consensus map — where reviewers agree, where they disagree, and why. Full attribution, every source linked. With receipts.
Ingest everything
YouTube field tests, Reddit threads, forums, blogs — every substantive source.
Extract & score
We pull structured claims and rate each source for rigor — chronograph data beats vibes.
Map the consensus
Agreement, contradictions, and confidence — per attribute, with links to every creator.
We route buyers to creators — not around them.
Every page credits and deep-links the reviewers whose work informed it. You gain traffic, attribution, and a rigor score worth competing on. Fred is the index, not the replacement.
🧭 Get Fred’s Bearings
A short, occasional dispatch when a new consensus map goes live. No spam.
Signup form arrives once the newsletter provider is connected (see SETUP.md).