{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"The GEO Show","title":"4 AI Engines Agree on #1 Only 4% of the Time","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/35b3017c\"></iframe>","width":"100%","height":180,"duration":1330,"description":"Welcome to episode 25 of The GEO Show, the briefing on generative engine optimization, LLM citations, and AI search visibility. Brought to you by GEOforge.\nIn this episode, Paris Childress, founder of Hop AI and co-founder of GEOforge, runs ten stories with slides. He covers a GEOforge sixteen-week graded-answer case study where a blended GEO score hid three contradictory engine outcomes, Yext finding four AI engines agree on the number one recommendation only 4% of the time, Semrush manufacturing data that separates mention, citation, and traffic, fashion treating AI visibility as a PR metric, Claude's B2B-skewed Similarweb audience, Similarweb data inside Perplexity Computer, AirOps repositioning AI search as bigger than SEO, Cited Index's 114-tool catalog with 97 monitoring-only products, Surfer MCP, and Surva.ai's $39 monitoring-plus-content bundle.\nIn this episode:\n📊 GEOforge: one blended GEO score, three contradictory engines\nA sixteen-week graded-answer study ran thirty buyer prompts forty times each against ChatGPT, Google AI Mode, and Google AI Overviews. Share of voice moved differently on each surface while the blended score rose. Engine, topic, and recommendation content change the verdict, so divergence belongs in product and category positioning.\n\n🎯 Yext: four engines agree on #1 only 4% of the time\nYext's research brief finds four AI engines agree on the number one recommendation only four percent of the time. OpenAI leaned on directories; Anthropic used review platforms more often. There is no single AI search ranking reality, which is why engine consensus and divergence scores matter.\n\n🏭 Semrush: mention, citation, and traffic are different layers\nAI Overviews rose from 38% to 57% of tracked manufacturing search volume from January to July, while AI Mode and AI assistance still drove only a small share of site sessions. Visibility starts at mention and citation, moves through recommendation and visit drop-off, and ends at revenue.\n\n👗 Fashion...","thumbnail_url":"https://img.transistorcdn.com/7cDHOTKwTPJbamMzkSU5XMeYqbfRSPk5nMQ6zhbTeaI/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS9kY2Ri/MGIyZjViNzJiODc5/ZGM5MmJhYmE4NmYx/MTVhYy5wbmc.webp","thumbnail_width":300,"thumbnail_height":300}