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

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.

Calculate CAC from Perplexity and ChatGPT Referrals: A Practical Model
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Calculate CAC from Perplexity and ChatGPT referrals using direct, assisted, and evidence-weighted attribution. Build a defensible model with the worksheet.

GEO Technical Readiness Checklist for SaaS Websites
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Audit crawl access, rendering, canonicals, schema, and AI bot controls with this GEO technical readiness checklist. Fix the highest-risk failures first.

Generative Search Prompt Clusters for B2B: A Decision-Chain Framework
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Build generative search prompt clusters for B2B with a 5D framework mapping buying roles, constraints, evidence, and multi-turn intent. Start now.

Calculate ROI of Answer Engine Optimization With a Pipeline Model
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Calculate ROI of answer engine optimization with a confidence-weighted model linking AI visibility, pipeline, gross profit, and cost. Build your baseline.