Kagi Search API Personalization: Make Retrieval Tests Reproducible
Kagi API queries can inherit account lenses, upranks, downranks, and blocklists. Treat the account profile as part of every retrieval test.
Guide archive
Follow structured, evidence-led guides for substantial SEO and AI-search tasks. Each guide defines the job, orders the work, shows the evidence, and ends with a completion point.
From this desk
The featured page offers a strong introduction. The remaining cards help readers move through this editorial section without turning the archive into a service menu.
Read the featured guide
Move from reader job and claim classification through research, drafting, skeptical review, technical preparation, publication, and maintenance.
Complete guides
Guides are reserved for tasks that need a substantial ordered workflow. Shorter decisions remain focused articles, checklists, or tools.
Kagi API queries can inherit account lenses, upranks, downranks, and blocklists. Treat the account profile as part of every retrieval test.
Verify restaurant entity matching, location context, third-party provider inventory, Reserve-button handoff, and booking support boundaries in ChatGPT Search.
Separate merchant-controlled product facts from ChatGPT-generated titles, feature labels, review summaries, and merchant ordering.
Map Google’s nosnippet, max-snippet, and data-nosnippet controls to their documented effects across Search, AI Overviews, and AI Mode.
Googlebot fetches only the first 2 MB of supported non-PDF files. Audit the byte order of titles, canonicals, main content, links, and structured data.
Normalize numbered and source-typed Agent API citations into one internal source contract before migrating from legacy Sonar or MCP-backed workflows.
Keep target answers visible, preserve hash fragments, and stop page-load scripts from overriding section anchors used by readers and Google snippets.
Test signed AI-agent verification at the CDN, WAF, or origin while preserving IP, reverse-DNS, and user-agent fallback for unsigned requests.
Reproduce browser-history manipulation across real entry, consent, ad, and device states, then isolate the first- or third-party script that causes it.
A useful standard
A guide earns its length by helping a reader complete a demanding task. It should be navigable, testable, and useful after the first read.
The opening states who the guide is for, what decision or task it supports, and what remains outside its scope.
Sections follow the work itself. Examples, evidence, and limitations appear beside the decisions they constrain.
The ending defines what finished looks like, what still needs monitoring, and which tool or checklist supports the next step.
References and next steps
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.