Microsoft Web IQ: Audit Evidence Objects Before Trusting Benchmarks
Audit Web IQ source passages, ownership, support, freshness, duplication, context selection, latency, and failures without inheriting vendor benchmark claims.
From this desk
Start with the most useful page
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.
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Choose the desk that matches your question
Use the subject desks for focused browsing, or continue to the complete chronological archive below.
SEO
Crawling, content, and measurement
Reporting and practical analysis for technical, on-page, content, and publishing decisions.
AEO & AI Search
Answers, citations, and visibility
Platform changes, retrieval behavior, source attribution, and measurement without unsupported promises.
Research
Tests, methods, and evidence
Original protocols, observations, evidence reviews, and the limits on what each result establishes.
Workflows
APIs, automation, and verification
Implementation stories with reproducible inputs, failure states, evidence, and stopping conditions.
Complete archive
Every story, newest first
Open a story for its complete evidence, examples, limitations, author information, and reader discussion.
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Perplexity Router API vs Agent API: Which Provides Web Grounding?
Compare Perplexity Router and Agent API by retrieval ownership, tool evidence, citations and fallback using a 24-field run ledger.
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Google-GeminiNotebook Replaced Google-NotebookLM: Update Log Parsers Without Losing History
Google renamed the NotebookLM crawler token. Update exact-match rules and analytics without splitting one crawler into two histories.
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Brave Search MCP for Claude: Preserve Retrieval Evidence and Citation Provenance
Brave documents a Claude and Bedrock MCP workflow for live search. Preserve the request, generated query, raw response, selected evidence, and final citation separately.
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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.
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Which Schema.org Types Are Actually Used Across the Web? July 2026 Data
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.
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How to Test Whether a Public ChatGPT Site Is Indexable
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.
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WordPress 7.1 SEO and Performance Preparation Checklist
Prepare WordPress 7.1 on staging by testing responsive controls, theme breakpoints, interactive states, media processing, technical signals, and rollback.
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Cloudflare Pay Per Use: Build a 31-Field Pilot Ledger
Separate Cloudflare’s experimental Pay Per Use partner models from live controls, then reconcile reported uses, rights, deductions, payouts and rollback evidence.
A useful standard
What every story should make clear
SearchEngineAnswer is an independent publication. Stories should help a reader understand what changed, what the evidence supports, and what to do next.
The reader job is explicit
A story should answer a focused question or support a concrete decision rather than merely announce a topic.
Sources remain inspectable
Material facts stay close to current primary documentation, reproducible evidence, or clearly attributed reporting.
Updates retain context
Meaningful changes, uncertainty, corrections, and publication dates remain visible so readers can judge freshness.
References and next steps