Google Agentic Local-Stock Calls: A Retailer Verification Playbook
Verify caller identity, branch, product, inventory timestamp, price boundaries, returned summary, and shopper outcome with a consent-aware local-stock call audit.
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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
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Gemini Business Profile Changes: An Approval and Audit Workflow
Use Gemini with one eligible Google Business Profile through read, draft and change tiers, source-of-truth checks, approval records, public verification and rollback.
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Cloudflare Redirects for AI Training: Test Canonicals Before Turning 301s On
Cloudflare can redirect verified AI training crawlers to a same-origin canonical URL. Test the first 256 KB, redirect order, logs, and rollback before enabling it.
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Google-InspectionTool User-Agent Correction: Audit Exact-Match WAF Rules
Google corrected an erroneous semicolon in its Google-InspectionTool user-agent documentation. Audit copied exact-match WAF and parser rules.
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Cloudflare Crawl-to-Referral Ratios: A Defensible Audit Method
Interpret Cloudflare crawl-to-referral ratios with corrected product chronology, raw counts, zero-denominator rules, classification evidence, policy controls, and a reusable ledger.
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Perplexity MCP: Hosted Server, OAuth and Custom Connectors
Compare the two Perplexity MCP directions, where credentials live, which system calls the tools, and what a private connector cannot prove about public visibility.
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Schema.org 30.0 Is Not a Google Rich Result Update
Schema.org 30.0 expanded the vocabulary, but a vocabulary release does not automatically create Google rich-result support. Audit the two layers separately.
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Bing AI-Guided Image Search: What 8 Desktop Queries Showed
In one US-English desktop run, Bing grouped seven of eight image queries. See the exact labels, source-panel behavior, negative case, and study limits.
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Kagi Search API Migration: Test Related Searches and Preserved Links
Migrate Kagi Search API collectors by preserving raw responses, separating related queries from results, retaining original and normalized links, testing unknown types and canarying the parser.
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