Engineering search intelligence for the AI era.
Practical guides to AI search visibility, content strategy, and technical SEO—for teams that want clearer answers, not more jargon.
Why ChatGPT Recommends Your Competitor (And What to Do About It)
A practical audit for SaaS teams: check search access, inspect cited sources, clarify product information, and track changes without guessing.
The Developer’s Guide to llms.txt: Format, Examples, and What It Actually Does
A practical guide to the llms.txt proposal: file structure, Markdown links, validation, maintenance, and the claims you should not rely on.
robots.txt for AI Crawlers: Allow Search, Manage Training Access
Separate search discovery from potential training access, understand provider-specific bots, and review crawler rules without weakening security.
How to Choose an AI Visibility Tool: A Buyer’s Checklist for SaaS Teams
A practical buying framework for AI visibility software: examine the collection method, inspect raw answers, test citations, and compare real costs.
How to Audit AI Citations: Find the Sources Behind Competitor Mentions
Inspect cited pages, verify what they support, and build an evidence-led content plan without assuming citations reveal a platform’s ranking formula.
AI Visibility Audit for SaaS: A Practical Checklist and Action Plan
A step-by-step audit for SaaS teams: build a baseline, verify product claims, inspect cited sources, and prioritize evidence-backed improvements.
How to Track AI Traffic in GA4: From ChatGPT Referrals to SaaS Signups
Find identifiable AI assistant visits in GA4, review landing pages, and connect traffic to meaningful events without overstating attribution.
SaaS Comparison Pages: How to Write “Vs” and Alternatives Content Buyers Trust
Choose relevant comparisons, document your evidence, and write decision guides that explain real trade-offs instead of declaring a winner in every row.
SaaS Product Page SEO: A Practical Guide for Search and AI Answers
Make product pages easier to evaluate with specific capabilities, documented limits, relevant evidence, and a practical SEO review process.
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See the product’s available features and decide whether they fit your reporting needs.

