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How Our Data Is Verified

Short answer: Every shop record traces to a government register, not a review site. Counts are floor-gated, so a broken import surfaces as a failure rather than a smaller number. Every research page carries its sources and the date each was read.

By Anthony Braswell for Quorum Industries LLC, The Autobody Directory · Updated 2026-07-20 · How this was written, and what the machine may not do

How this page was produced: Researched, drafted and checked with AI assistance under human direction, and signed off by the named author. How this site is written

The Autobody Directory is a records directory, not a review site. Every trust signal on the site traces to an official source, and this page explains exactly how, because a directory asking for your trust should show its work.

This page covers what the law requires and where our shop records come from. There is a second standard for a different kind of information: what documents show actually happened in a claim. That material concerns named private parties and can be wrong in ways a statute cannot, so the rules for it are published in our evidence standard, including the four claims we have committed never to make. It was written and published before we held a single record of that kind, which is the only point at which such a commitment means anything.

Where the data comes from

The registry is compiled from dozens of automated government and public-record pipelines, refreshed nightly:

How verification works

Each night, an automated pipeline pulls fresh source data, matches records across sources by name and address, merges duplicates, and verifies the result before anything goes live. A shop shown as "licensed" carries a real license number from a real state register, checked within the last day, not a claim someone typed in.

Owner-provided content (warranty terms, insurers accepted, FAQs) is always labeled as owner-provided and never affects a shop's trust tier or score.

Why our counts can go down

Most directories only grow. Ours shrinks whenever the truth requires it: when we detect duplicate records, we merge them; when a source reveals a shop closed, the pin is retired. We run a dedicated de-duplication pass every night and publish the lower-but-true number. Public copy uses floored figures (like "150,000+") that are guaranteed to understate the live count, never the reverse.

The floor gate

Before any night's data is published, an automated gate checks the new counts against public minimums. If a count ever falls below what our pages claim, publication halts and a human investigates. The one failure mode a records directory cannot survive is overstating what it has, so the system is built to make that mechanically impossible.

What we don't do

Point-in-time honesty

Counts move nightly by design: that is the point of a living registry. Every report carries its data date, and the current live figures are always at the source: the interactive map and the data solutions page for the B2B dataset.

General consumer information: not legal, insurance, or financial advice. Requirements, coverage, and practices vary by state, policy, and manufacturer.

Run a body shop? Your shop likely already has a page here, built from public records. Check it and claim it free: verifying only ever adds.
What does claiming add? It's free ›

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