Lumen by Talkwalker review
Hootsuite’s renamed social-intelligence platform is strong on listening and AI monitoring, but media-coverage gaps warrant testing before an enterprise contract.
Reputation Insider
Reputation management
Reputation management covers how companies, executives and brands are judged across search, media, AI systems, review platforms and public conversations. This section explains the strategies, risks and practical decisions behind building, protecting and repairing reputation.
Executive sign-off is a weak defense for AI-written content
Companies may need to show who actually examined AI-written public-interest text before publication, not simply who approved it.
Stolen files can outlive the ransomware attack
Stolen emails and contracts can become a lasting public account of how a company operated, long after the breach itself is contained.
Reddit AI search raises the cost of old brand complaints
Its AI search can pull years-old threads into present-day answers, extending the usable life of consumer criticism.
The FTC is putting review agencies inside the liability chain
Firms that once treated fake reviews and suppression tactics as client risk now face exposure for the methods they execute themselves.
Google’s AI search report can make a crisis look like growth
Generative impressions can rise when Google is surfacing incident statements, legal pages or other adverse-context material.
How to build a corporate source-of-truth register
A practical guide to governing public corporate facts across pages, systems and AI-generated communications.
What is reputational materiality?
A controversy can dominate public attention without touching the business, while a little-seen issue can alter a deal, financing terms, board decisions or customer behavior.
AI chatbots are cutting the cost of corporate background checks
Archived reporting can now be assembled into a usable corporate record without the research burden that once kept much of it buried.
The EU AI Act leaves brands holding the disclosure risk
Machine-readable AI marking can satisfy a provider rule while leaving the company that publishes the content with a separate disclosure obligation.
AI-driven ransomware is outrunning corporate crisis response
Attackers are compressing the gap between compromise and extortion faster than companies can approve a public response.
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.
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.