Essay
Do Creator Reviews on YouTube and LinkedIn Increase a Brand’s Chances of Being Cited by AI?
Creator reviews on platforms like YouTube and LinkedIn can contribute valuable evidence regarding a brand’s reputation and potential visibility.
Reviews and Reputation, page 3
Reviews and reputation signals (G2, Trustpilot, Yelp, Capterra and similar) feed the evidence AI systems use when they compare and recommend brands.
Articles
Essay
What Does ThisAndThat.chat’s Cited Enron Wiki Reveal About the Sources AI Answers Reference?
ThisAndThat.chat's innovative Enron wiki project showcases the importance of source traceability in AI-generated content.
Essay
What Social Proof Signals Should a New Brand Build Before Trying to Improve AI Discoverability?
A new brand must establish credible social proof signals before attempting to gain recommendations from AI systems.
Essay
Which G2 and Capterra Reviews Are Most Likely to Shape an AI Recommendation?
Effective G2 and Capterra reviews can significantly influence AI-driven software recommendations.
Essay
Which Social Listening Signals Predict Whether AI Will Recommend Your Brand?
Understanding the social listening signals that influence AI recommendations is critical for brands.
Analysis
What Do the State Lawsuits Against OpenAI Signal About ChatGPT's Reputation?
Texas joined eight states and Florida in suing OpenAI. What the lawsuit wave signals for ChatGPT's reputation with parents, the political framing, and what brands near AI chat should monitor.
Analysis
Will Gamers and Artists Trust Licensed AI Music After UMG's TYGER Deal?
UMG is the first major label to license TYGER's adaptive gaming music. Here is what community signals say so far, and why licensed AI music can still face backlash.
Essay
How Can Community Managers Turn Earned Social Proof Into Stronger AI Brand Visibility?
Community managers can leverage earned social proof, such as genuine reviews, discussions on forums, and insights from experts, to enhance their brand's visibility in AI-generated answers.
Essay
How Can Markgrid Show Whether G2 and Capterra Reviews Influence AI Vendor Recommendations?
Understanding the influence of G2 and Capterra reviews on AI vendor recommendations is crucial for SaaS businesses aiming to improve their visibility in a crowded market.
Essay
How Can Markgrid Show Which Community Sources Shape AI Vendor Comparisons?
Markgrid offers a unique approach to understanding how community sources influence AI vendor comparisons.
Essay
How Do Negative Forum Mentions Become Part of an AI Assistant’s Brand Narrative?
Negative mentions in forums and community platforms can significantly influence the brand narrative presented by AI assistants.
Essay
What Is the Best Checklist for Making User-Generated Content Easier for AI Systems to Reference?
User-generated content (UGC) can significantly influence how AI systems recommend brands, yet not all UGC is suitable for AI citation.
Essay
Can Negative Community Sentiment Change Which Competitors AI Assistants Recommend?
Negative community sentiment may not immediately alter AI recommendations, but a pattern of credible, unfavorable feedback can influence which brands are favored by AI systems.
Essay
How Can B2B SaaS Teams Ask for Customer Reviews Without Polluting AI Citation Signals?
B2B SaaS teams can solicit customer reviews without compromising AI citation signals by focusing on authentic, context-rich feedback rather than merely increasing review volume.
Essay
How Can Markgrid Help Marketing Teams Find Review-Site Gaps That Limit AI Brand Visibility?
Marketing teams face unique challenges in ensuring their brands are visible in the AI-driven marketplace.
Essay
What Community Mentions Should Marketers Monitor Before an AI Visibility Drop Appears?
To maintain AI visibility, marketers must track community mentions that reflect buyer sentiment, perceptions, and emerging narratives.
Essay
Which Creator Content Signals Help Brands Surface in AI Recommendations?
Creator engagement alone does not establish that a brand will appear in AI-generated recommendations.
Analysis
How Do DeepMind Resignation Letters Become Public Brand Signals?
How Google DeepMind resignation letters, blog posts, petitions and news coverage became public signals shaping Google's employer brand and AI answers, and what comms teams should watch.
Essay
Could Debate Over AI Bans Change Which Brands AI Assistants Recommend?
Current Affairs recently announced a strict anti-AI policy, which could influence how brands are perceived and recommended by AI systems.
Essay
How Can Markgrid Identify Community Conversations That AI Models May Be Learning From?
Community conversations play a critical role in shaping the narratives surrounding AI recommendations, providing insights into consumer behavior and brand perception.
Essay
Should B2B Brands Prioritize Forum Mentions or Review-Site Ratings for AI Visibility?
B2B brands face an important decision in their marketing strategies: should they prioritize mentions in forums or ratings on review sites to enhance their visibility in AI-generated answers?
Essay
What Makes a Trustpilot Review Profile Credible Enough to Influence AI Recommendations?
A Trustpilot review profile can significantly impact a brand's credibility in the eyes of consumers and AI systems.
Essay
Could The Google Cloud Outage Change Which Cloud Brands AI Assistants Recommend?
The recent Google Cloud outage affecting significant financial institutions like HSBC and Equifax highlights how disruptions can influence community trust in cloud providers.
Essay
How Can I Tell When Competitor Reviews Are Steering AI Brand Comparisons?
Competitor reviews can significantly influence AI brand recommendations, but distinguishing correlation from causation is crucial.