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The Nine Signals

Citation confidence

Whether assistants can attach your business to credible evidence that supports the answer.

SignalCitation confidence
What it checksCitation rate, source support, faithfulness, verifiability, and entity match
MovesCited, Recommended
Fix cardBusiness is mentioned without trusted support
VerifyInspect citations and support quality
At risk
Needs work
Strong
04070100

What it measures​

Citation confidence measures how safely an assistant can support a business claim. A citation is strong only when the source is relevant, credible, current, and clearly about the same entity.

The research separates this into source selection, claim support, citation faithfulness, domain trust, verifiability, and entity-resolution confidence. A citation count alone is not enough. More citations can still be weak if they do not actually support the recommendation.

Why it moves your EAC​

AI answers increasingly need evidence. If your business can be named but not supported, the assistant may hedge, cite a third-party list instead, or choose a competitor with cleaner evidence.

Citation confidence is especially important for hybrid local prompts such as "best family lawyer for custody in Phoenix" or "wheelchair accessible restaurant with a patio near me." Those answers require both local facts and trust signals.

What the agent sees​

Weak read

A directory lists the business, but the cited page does not confirm the service, location, hours, or reason it should be recommended for this prompt.

Strong read

The official service page and a credible third-party source both confirm the same service, location, review signal, and booking path.

How to improve​

  1. Make first-party pages citable. Publish pages with explicit claims, clear headings, dates where relevant, and stable canonical URLs.
  2. Strengthen source quality. Earn mentions from review platforms, local media, associations, government or license records, and category-specific directories.
  3. Make claims verifiable. Do not bury hours, services, prices, credentials, awards, or policies in vague copy. Put them in clear visible text.
  4. Avoid unsupported claims. Fabricated awards, fake reviews, misleading schema, and low-quality citation farms reduce confidence rather than raising it.

How to verify​

Did the citation support the claim?

Inspect the assistant's cited sources. A strong result names the business, cites the right source, and makes a claim the source directly supports.

Re-run check

Research basis: docs/research/deep-research-report(7).md