Author: Chris Han

Learn how to make website readable by ChatGPT with our technical guide covering robots.txt, SSR, DOM cleanup, and structured formatting to earn AI citations.

Learn how B2B buyers evaluate SaaS vendors in ChatGPT, with prompt templates, scoring criteria, and a monitoring workflow for high-intent AI searches.

Learn how to calculate the payback period for answer engine optimization using AI visibility, pipeline, gross profit, CAC, and attribution confidence. Build a defensible SaaS model today.

Crawl budget management for AI search bots: prioritize high-value SaaS pages, separate crawler purposes, and monitor access with a practical technical framework.

Compare organic search vs AI search acquisition costs for B2B SaaS, including CAC formulas, attribution gaps, and a practical measurement model. Get the framework.

Use server side rendering for LLM crawlers to expose core content. Compare SSR and static HTML, then apply a repeatable release checklist. Audit your pages.

Learn how Gemini selects sources, how to track brand citations in Gemini search, and how to measure mentions, source quality, competitors, and sentiment.

Analyzing competitor source bias in Perplexity Sonar with a practical framework for mapping citations, source gaps, and targeted digital PR actions.

Structuring product comparison pages for LLM citations with clear verdicts, evidence, tables, and technical checks. Use this SaaS framework to improve AI search visibility.

Learn how multi-touch AI attribution for B2B buyer journeys connects AI search visibility, CRM activity, and pipeline stages into a defensible measurement framework.