Blog
Machine Relations (MR) Insights
Daily intelligence at the intersection of Machine Relations (MR), GEO, and AI visibility.
246 articles · 1 / 28
How to Fix Brand Sentiment in AI Search: 7 Strategies That Work in 2026
AI chatbots now shape 30% of brand perception. Use these 7 strategies to audit your AI presence, fix negative brand sentiment, and control what ChatGPT and Perplexity say about your brand in 2026.
How to Get Cited in Perplexity AI in 2026: 9 Source Signals That Actually Work
Perplexity cites pages that clear two separate bars: source selection and answer absorption. Here are the 9 structural and content signals that determine whether your pages earn Perplexity citations in 2026.
PR for Machine Readers: How AI Systems Decide What Gets Cited in 2026
AI systems like Perplexity, ChatGPT, and Gemini now surface brand mentions directly to buyers — but they cite based on extractability, authority signals, and entity clarity, not journalist reach. Here's what PR has to do differently.
AI-Readable Coverage: How to Make Your Content Citable by AI Engines in 2026
AI-readable coverage is content and earned media structured for machine retrieval and citation. Here is exactly what makes coverage citable by AI engines in 2026 and how to audit your own.
Best AI PR Software in 2026: 5 Options for Earned Media and AI Visibility
The best AI PR software in 2026 does more than speed up drafting. It helps teams automate outreach, measure earned media outcomes, and improve the odds that coverage gets cited by AI engines.
AI-Readable Coverage in 2026: What It Is and How to Earn It
AI-readable coverage is earned media and source architecture that AI systems can crawl, parse, trust, and cite. Here is how founders should build it.
9 Best Meltwater Alternatives in 2026: PR, Market Intelligence & AI Visibility
9 Meltwater alternatives compared by use case: PR software, market intelligence, social listening, and AI-era earned visibility. Here is the right fit for your actual problem in 2026.
How to Measure AI Search Visibility: 7 Metrics That Actually Matter
AI search visibility is not one metric. The useful stack is citation share, citation prevalence, source quality, engine coverage, query-set coverage, assisted traffic, and sentiment accuracy.
Performance-Based PR Agencies: How Results-Based Earned Media Actually Works
A practical guide to how performance-based PR agencies work, what results-based earned media changes, and how executive teams should evaluate outcome-based PR models.