Should You Block AI Crawlers? A Founder’s Decision Guide
Separate model training, AI-search discovery, user-requested retrieval, and private access before choosing crawler rules or enforcement.
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.
Start with the editorial guide
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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Bing Citation Share Is Not Market Share: How to Read AI Performance
Use Bing Citation Share as a query-level citation ratio, not a market-share, ranking, traffic, or authority metric. Pair it with Intents, Topics, Compare, referrals, and first-party evidence.
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Google Product.category and Sale Dates: Map Merchant Center Fields to Schema
Map Merchant Center product type and Google product category values to Product.category, then align sale price dates with Offer and PriceSpecification fields.
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Google Review Snippets: Free Products and Paid Reviews Need Prominent Disclosure
Audit real reviewer experience, benefits, prominent disclosures, visible-page parity, and aggregate-rating math before marking reviews up for Google.
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ChatGPT Product Feeds: Paid Inventory Is Not Organic ChatGPT SEO
Separate OpenAI organic commerce feeds from Ads Manager product feeds, then audit freshness, crawler access, landing-page parity, and outcomes without calling paid eligibility organic SEO.
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You.com Highlights vs Full-Page Extraction: A Reproducible Citation Test
You.com now lets Search API users request relevant highlights or full-page HTML and Markdown. Use this protocol to compare citation support, answer coverage, latency, and tokens without inventing a winner.
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Only 1% Click AI Overview Sources? What a 900-Person Study Actually Shows
A 900-person US browsing study observed fewer result clicks and more session endings when AI Overviews appeared. Here is the denominator, study design, and limit behind the 1% source-click figure.
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The Same AI Search Engine Can Cite Different Sources on Web and App
A 160,860-record Chinese-language study shows why interface belongs in every AI visibility observation.
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ChatGPT Sends Outbound Clicks in 5.2% of Sessions—But That Is Not a CTR
A 2026 U.S. desktop study separates ChatGPT’s session-level outbound-click rate from an estimated 9.4% reduction in traditional search use.
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