MaxAEO Blog
Insights on AI Search Visibility, GEO, and how brands get cited by ChatGPT, Perplexity, and Google AI Overviews.

Technical GEO Audit for SaaS Architecture: Rendering, Routing, and Citation Readiness
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Run a technical GEO audit for SaaS architecture across rendering, routing, crawl controls, schema, and citation paths. Use the framework.

AI Search Attribution Window for B2B: A Defensible Framework
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Set the right AI search attribution window for B2B using lag percentiles, account-level evidence, and backtesting. Apply the framework to your pipeline.

Detect Competitor Displacement in ChatGPT Answers: A Practical Alert Framework
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Detect competitor displacement in ChatGPT answers with a prompt-level framework for measuring mentions, position, citations, and actionable response signals. Build your monitoring workflow with MaxAEO.

Tracking Conversational Search Brand Touchpoints in CRM
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Learn how to connect ChatGPT and Perplexity brand touchpoints to HubSpot or Salesforce using event schemas, identity stitching, and cautious attribution.

How to Lower CAC With Answer Engine Optimization
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Learn how to lower CAC with answer engine optimization using AI visibility, citation tracking, prompt clusters, and a practical pipeline attribution model. Start with a free audit.

Reverse Engineering Perplexity Competitor Sources: A Source-Chain Playbook
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Reverse engineering Perplexity competitor sources reveals which URLs shape rival mentions. Use a repeatable scorecard and prioritize action.

SaaS Demo Conversion Rate From ChatGPT Recommendations: A Measurement Framework
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Measure SaaS demo conversion rate from ChatGPT recommendations with a clean attribution model, funnel metrics, and a practical audit. Start tracking.

B2B SaaS CAC Benchmark for Generative Search: 2026 Model
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Use this B2B SaaS CAC benchmark for generative search to model costs, fix attribution, and judge payback by ACV. Build your baseline.

How to Turn AI Brand Mentions into Pipeline
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Discover how to turn AI brand mentions into pipeline using our 4-stage conversion framework, reverse source targeting, and full-funnel attribution. Start converting AI search.

Schema Markup for Perplexity AI Citation Optimization: JSON-LD Templates and Deployment Guide
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Learn how to use accurate JSON-LD, entity links, and answer-first content to improve Perplexity citation readiness. Apply the templates today.