Kagi AI-On vs AI-Off: A Reproducible Search Test Protocol
Compare Kagi AI-on and AI-off search through paired queries, fixed account settings, randomized order, separate result layers, transparent limitations and a reusable ledger.
Topic tag · Research
SearchEngineAnswer tests, datasets, observations, calculations, and evidence reviews with stated limits.
Tagged collection
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
Compare Kagi AI-on and AI-off search through paired queries, fixed account settings, randomized order, separate result layers, transparent limitations and a reusable ledger.
Official May–July data shows Product and Offer entering the 10M+ domain bucket in June and Article entering it in July, with important coverage limits.
OpenAI allows eligible users to publish ChatGPT Sites publicly, but public access is not proof of indexability. Use this controlled technical audit before reporting results.
Audit Brave’s 1,500-query AI answer comparison by examining query sampling, interface parity, LLM judges, pairwise order, ownership, and replication.
A dated audit of IndexNow’s public participant registry, linked metadata, and the difference between being listed and receiving real-time URL notifications.
A reproducible client matrix shows Node rejecting oversized response headers before HTML while curl still succeeds, even though the server returns HTTP 200.
Trace a search patent’s identity, family, legal status, claims, specification, and external implementation evidence before making a product or ranking claim.
Measure AI visibility without mixing crawler requests, generative impressions, cited URLs, brand mentions, recommendations, referrals, and outcomes.
Treat most small-site tests as structured observations: define one falsifiable question, save the baseline, change one material variable, log confounders, and prewrite the decision.
The Answer Brief
Get practical SEO and AI-search guidance, new experiments, and the workflows worth keeping.
Unsubscribe anytime. Your inbox stays yours.
Practical, evidence-based answers for earning visibility in search engines and AI answers.
Get the Chrome extension Read the living case study
Independent publication. Sources, corrections, authorship, and commercial relationships are disclosed openly.
Search the publication
Search reporting, guides, research, checklists, and browser tools.
SearchEngineAnswer app
Install the site on your home screen for a focused, standalone reading experience. No app-store account is required.
On iPhone or iPad, open the browser Share menu and choose “Add to Home Screen.” On other devices, use your browser’s Install option when available.
Privacy controls
Required for security, saved controls, and remembering this choice.
No analytics service is currently configured.
No advertising or behavioral targeting is currently configured.