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

Calculate CAC from Perplexity and ChatGPT Referrals: A Practical Model
·
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
·
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
·
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
·
Calculate ROI of answer engine optimization with a confidence-weighted model linking AI visibility, pipeline, gross profit, and cost. Build your baseline.

AI Engine Position Tracking Methodology for Probabilistic Answers
·
AI engine position tracking methodology for measuring mentions, recommendation order, citations, and volatility. Use the framework to build a reliable baseline.

B2B SaaS GEO Business Case Template: Win Executive Budget Approval
·
Use this B2B SaaS GEO business case template to quantify visibility gaps, set a defensible budget, and propose a measurable 90-day pilot.

Daily AI Search Tracking Workflow: A Practical SOP for Marketing Teams
·
Use this daily AI search tracking workflow to monitor ChatGPT and Perplexity mentions, citations, sentiment, and competitors. Build your SOP.

Enterprise GEO Scoring Model: A 100-Point Framework
·
Use an enterprise GEO scoring model to measure AI mentions, citations, authority, sentiment, competitive share, and score confidence. Build your baseline.

LLM Competitive Evidence Extraction: A Source-Chain Workflow
·
Learn LLM competitive evidence extraction with a seven-field workflow that verifies why rivals are recommended. Build a decision-ready evidence ledger.

Automated LLM Brand Monitoring Alerts: Build an Actionable AI Search Workflow
·
Learn how automated LLM brand monitoring alerts detect visibility drops, sentiment shifts, citation losses, and competitor recommendations. Build a practical workflow with MaxAEO.