Author: Chris Han

Technical SEO requirements for generative engine optimization: separate crawler access, indexing, and citation evidence. Audit your SaaS site.

Use an evidence-led workflow for tracking ChatGPT referral conversions in HubSpot, from source filters to deduplicated deal reporting. Build your baseline.

Use this competitor share of model evaluation template to measure AI visibility by prompt, model, position, citations, and sentiment. Copy the framework and start benchmarking.

Run a technical GEO audit for SaaS architecture across rendering, routing, crawl controls, schema, and citation paths. Use the framework.

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 with a prompt-level framework for measuring mentions, position, citations, and actionable response signals. Build your monitoring workflow with MaxAEO.

Learn how to connect ChatGPT and Perplexity brand touchpoints to HubSpot or Salesforce using event schemas, identity stitching, and cautious attribution.

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 reveals which URLs shape rival mentions. Use a repeatable scorecard and prioritize action.

Measure SaaS demo conversion rate from ChatGPT recommendations with a clean attribution model, funnel metrics, and a practical audit. Start tracking.