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Trust signal detection

TrustSignal Analyzer

Paste content and we'll look for the trust signals AI assistants reward: author bylines, publication dates, citations, data sources, credentials, and first-party evidence.

Paste content

152 words

Trust score
A

100

8 of 8 signal classes detected

Author byline

×4✓ 2

A named author signals accountability and lifts trust 2x

  • · Dr
  • · with credentials

Publication date

×3✓ 4

Dated content signals freshness and lifts AI citation weight

  • · March 12, 2026
  • · April 1, 2026
  • · Published March 12, 2026

External citations

×5✓ 1

External source links are the strongest single trust signal

  • · https://geolify.com/knowledge-hub/how-ai-assistants-choose-citations/

Data sources

×5✓ 2

Named studies and data sources are gold for AI citation

  • · Forrester
  • · 2024 Stanford HAI report

Author credentials

×3✓ 4

Credentials signal E-E-A-T and lift expertise scoring

  • · PhD
  • · PhD
  • · MD

First-party evidence

×4✓ 2

First-party data is the highest-trust form of evidence - unique to you

  • · In our 2026 analysis of 10,000 AI citations across ChatGPT, Claude
  • · we found that brands with strong entity signals were cited 4

Named institutions

×3✓ 3

Citing major institutions lifts perceived authority

  • · Gartner
  • · Stanford
  • · Forrester

Specific statistics

×3✓ 4

Stats are the most liftable unit of content - minimum 2 per piece

  • · 21%
  • · 8%
  • · 340%
  • · $2.4 billion

How it works

The analyzer scans your content for 8 classes of trust signal: author bylines, publication dates, external URLs, data sources ("according to X"), credentials (PhD, MD, etc), first-party evidence ("in our study"), named institutions and specific statistics. Each class is weighted by its impact on AI citation rate.

Why trust signals lift citations

  • Assistants penalise unsourced claims - a confident claim without a source is treated as lower-grade than a hedged claim with one.
  • Named authors carry accountability - anonymous content is discounted. A byline with credentials is worth 2-3x more.
  • First-party data is irreplaceable - assistants can't get your internal numbers anywhere else, so they preferentially cite you for them.
  • Institutional citations transfer trust - citing Stanford, Gartner or OECD lifts your own perceived authority.

Pair with

Combine with the Citation Probability Calculator for a weighted score, and the Fact Density Analyzer to quantify the numbers. Add Article schema with author + date fields to surface signals to structured extractors too. Full pattern: how assistants choose citations.

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Geolify GEO packages bundle every tool on this site into a 14-day done-for-you build - llms.txt, schema, entity strength, content overhaul, citations and the measurement stack. From $499.

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