An AI Visibility Score Without Error Bars Is a Horoscope
An AI visibility score without error bars can't be verified — see why a mention rate needs its sample size and a 95% Wilson interval, with a worked example.
SEO tips, product updates, and growth strategies for indie SaaS.
Learn how TrustGrowth score works, what it measures, why it changes, and where to verify live proof with timestamps and GSC-backed evidence.
An AI visibility score without error bars can't be verified — see why a mention rate needs its sample size and a 95% Wilson interval, with a worked example.
Branded vs unbranded AI prompts measure recall vs discovery. See why the ratio in your prompt set decides your AI visibility score before a single prompt runs.
We deleted ten unsubstantiated cadence claims from our marketing copy and shipped a CI test so they cannot return. Inside the marketing truth guard test.
Use an AI visibility checker to measure brand mentions, citations, retrieval, crawler access, and competitors across ChatGPT, Gemini, and AI search.
What llms.txt is, how it differs from robots.txt, and how to publish and check one. File presence and parseability only; not rankings or citations.
We submitted TrustGrowth to four software directories and measured what came back: publication lag, rel values, tracking-parameter handling, and cash. One followed link out of the cohort.
Why your brand mentions in ChatGPT, Claude, or Gemini are missing: a six-link diagnostic covering crawl access, indexation, citations, and sampled testing.
Run a reproducible E-E-A-T audit with GSC, JSON-LD, authorship, HTTPS, and QRG checks—and learn what no audit can judge.
A practical guide to Google’s current paid-link policy, sponsored link qualification, and the backlink evidence site owners can verify.
Operator reads of our keywords list: 405 rows (2026-08-05) became 291 (2026-08-20). Token-signature grouped duplicates; similarity folded ahrefs with ahrefs ai.
An ai trust signals audit page ranks #9 with 14 impressions and 0 clicks. See the GSC data, what it proves, and a reproducible diagnostic method.
Our own product scored our five-month-old site 73/100 with zero clicks and seven referring domains. Here's why that number meant nothing, and what we replaced it with.