Author: Chris Han

Conversational search intent analysis B2B maps how buyer goals change across AI follow-ups. Use a practical framework to prioritize prompts and content.

Learn how to monitor competitor citations in ChatGPT, verify source URLs, score citation gaps, and turn rival wins into an action plan. Start your audit.

Should SaaS companies invest in GEO over SEO? Use a threshold-based budget framework to protect demand capture and test AI visibility.

GEO ranking signals vs traditional Google ranking factors explained through retrieval, citation, trust, and a four-gate audit. Build your plan.

SaaS revenue attribution for ChatGPT and Perplexity requires more than referral traffic. Learn how to connect AI discovery, pipeline, and revenue with a confidence-based framework.

Tracking enterprise brand recall in large language models requires stable prompts, repeated runs, and association scoring. Build a defensible benchmark.

Measuring customer acquisition cost from AI search requires direct, declared, and modeled attribution. Use this practical CAC framework to calculate yours.

Use this GEO competitive audit spreadsheet to compare AI mentions, citations, sentiment, and recommendation rank. Identify priority gaps and start your audit.

Use this B2B brand comparison template for generative search to score mentions, rank, evidence, sentiment, and citations. Copy the worksheet.

Use Perplexity competitor visibility benchmarking to compare mentions, recommendations, citations, and answer positions with a repeatable scorecard.