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.
Read the featured guide
Build an evidence-led publishing workflow
Move from reader job and claim classification through research, drafting, skeptical review, technical preparation, publication, and maintenance.
Field guide
Understand the reasoning
Use a guide when the task needs context, sequence, evidence standards, tradeoffs, and a defined final gate.
Checklist
Execute the final checks
Use the interactive pre-publish checklist when the method is understood and the work needs a repeatable release gate.
Browser tool
Preview one decision quickly
Use a focused tool when the task can be reduced to clear inputs, an immediate output, and an explicit limitation.
Complete guides
Work through the full method
Guides are reserved for tasks that need a substantial ordered workflow. Shorter decisions remain focused articles, checklists, or tools.
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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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Google UCP Is Not SEO: Prepare for Checkout in AI Mode and Gemini
Universal Commerce Protocol is an early-access checkout integration for eligible AI Mode and Gemini experiences—not a ranking shortcut.
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ChatGPT Delta Feeds: Accepted Does Not Mean Your Product Is Serving
An accepted Delta Feed update has entered processing; indexing, eligibility and serving remain separate states to reconcile.
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ChatGPT Ads Pixel vs Conversions API: What Each One Measures
Compare OpenAI’s browser pixel and server-side Conversions API by reliability, consent, deduplication, view-through attribution and release QA.
A useful standard
What qualifies as a SearchEngineAnswer guide
A guide earns its length by helping a reader complete a demanding task. It should be navigable, testable, and useful after the first read.
A bounded reader job
The opening states who the guide is for, what decision or task it supports, and what remains outside its scope.
An ordered method
Sections follow the work itself. Examples, evidence, and limitations appear beside the decisions they constrain.
A completion gate
The ending defines what finished looks like, what still needs monitoring, and which tool or checklist supports the next step.
References and next steps