MaxAEO Blog
Insights on AI Search Visibility, GEO, and how brands get cited by ChatGPT, Perplexity, and Google AI Overviews.
10 Best AI Competitor Analysis Tools to Track Share of Voice in AI Search (2026)
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Last updated July 16, 2026 · 25-minute read Your competitors can be winning in ChatGPT, Gemini, Perplexity, Claude, and Google AI answers even when your traditional search rankings look healthy.…
10 Best Brand Reputation & Tracking Tools for Marketing Teams in 2026
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Last updated July 17, 2026 · 25-minute read · By the MaxAEO Research Team The best brand reputation and tracking tool for most marketing teams depends on where reputation is…
MaxAEO vs Spotlight (Now rocketblue): Which AI Visibility Platform Fits Your Team?
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MaxAEO vs Spotlight (Now rocketblue): Which AI Visibility Platform Fits Your Team? Last updated: July 17, 2026 · By the MaxAEO Team Looking for Spotlight alternative? The first thing to…
MaxAEO vs Frase (2026): Which AI Visibility Workflow Fits Your Team?
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Last updated: July 17, 2026 · 12-minute read Looking for a Frase alternative? The useful answer is not that one platform monitors AI search while the other fixes it. In…
AI Brand Sentiment Analysis: Framework and Metrics
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Learn how AI brand sentiment analysis works and use TRACE-5 to measure tone, factual accuracy, buyer fit, objections, and recommendations.
Why AI Search Results Change: 6 Causes
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Learn why AI search results change, how retrieval, source freshness, models, prompts, and location create volatility, and how to measure real shifts.
AI Model Updates SEO: Measurement Guide
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Learn how AI model updates affect SEO visibility, citations, and brand mentions—and use M-SHIFT change-point analysis to diagnose and recover.
Does ChatGPT Personalize Recommendations? How It Works
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Does ChatGPT personalize recommendations? Learn what memory, chat history, and custom instructions can change, how to limit personalization, and how to test it.
Does Prompt Order Affect AI Answers? A Controlled Test
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Yes—prompt order can change AI recommendations. Learn why it happens, how to write robust prompts, and how to measure sequence bias.
Why AI Cititations Change: Measure Source Decay
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Learn why AI citations change between runs, how to separate normal variation from source decay, and how to measure citation half-life with survival curves.