Trustpilot’s AI summaries can undercut a high rating
A strong TrustScore can coexist with an AI summary that gives prominent treatment to recurring complaints in recent reviews.
Reputation Insider
AEO
AEO, or answer engine optimization, covers how companies structure public information so search engines and AI systems can answer high-intent questions clearly. This section examines branded queries, FAQs, policy pages, definitions and answer-ready content that shapes how brands are explained online.
AI visibility firms are selling unstable numbers
GEO scores can move when the brand has done nothing, making vendor attribution harder to defend.
A single GEO audit can mistake variance for progress
AI search can change its sources and brand recommendations between identical queries, weakening the case for one-time visibility scores.
What is machine-readable trust?
AI agents increasingly compare prices, policies, ownership, reviews, certifications, product history, and public evidence before companies have the chance to explain their value.
AI search can make an omission look verified
A cited source may be real while the answer drops the date, limit or correction that kept the company claim accurate.
No company has one AI reputation
ChatGPT, Gemini, Copilot, Perplexity and Google AI can weigh different sources and reach different judgments across platforms, languages and decision questions.
AI agents can erase the company before the click
Reviews, prices, policies, complaints and missing information can now decide whether a company reaches the shortlist before a user ever visits the site.
Testing whether AI agents choose you or just name you
A practical audit for testing whether AI agents merely mention a company, consider it with caveats or recommend it when users introduce budget limits, refund concerns, complaints, risk and alternatives.
What is agentic reputation?
How AI agents compare reviews, policies, prices, risks, and reputation evidence before people decide which companies deserve attention.
AI citations can flatter the wrong outcome
A brand may appear in the source list while the answer still frames the company weakly, misplaces its evidence or steers the user elsewhere.
Cleaning weak PR assets before they become AI data
A guide to auditing old PR pages, bios, releases and media assets before search and AI systems turn them into reputation evidence.
Preparing for “is this company legit?” searches
A practical guide to defending legitimacy queries across search, reviews, founder credibility, support docs and AI answers.
Companies are building their own trust platforms
Security centers, policy hubs, status pages, and compliance portals increasingly function as independent credibility systems rather than supporting website content.
When “is it legit?” becomes the most important branded search
For AI tools, SaaS platforms, fintech products, wellness services, and digital subscriptions, the decisive search increasingly occurs after interest has been created but before credibility has been established.
Search queries are where reputation risk first learns its language
Branded search modifiers and LLM prompts reveal the doubts stakeholders are trying to resolve before those doubts become media narratives, sales objections or board concerns.
Finding the reputation risks hiding in plain sight
Companies often stop seeing the problems they have learned to explain. Fresh observers still read old coverage, weak search results, reviews and recurring objections as active signals.