Research, guides & workflows
Latest work by Abdessalam Alaoui
Evidence-led articles for publishers, marketers, founders, and SEO practitioners who need a clear decision—not another pile of terminology.
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Google released Gemini 3.7 Flash as a generally available model on August 13, 2026. Use a bounded migration test for grounded answers, tools, citations, latency, cost, and failure handling.
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Anthropic is ending legacy Claude Workbench access and three experimental prompt-tool endpoints on August 17, 2026. Export the artifacts, inventory dependencies, and rehearse the replacement path.
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Separate ChatGPT user-triggered visits from OpenAI search crawling and training crawling, then apply the right robots, firewall, and access controls to each job.
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Apply Google’s real-world-name rule to a legally registered “near me” brand, document consistent public use, and optimize local relevance without a naming shortcut.
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A preregistered local test for comparing matched weekdays with and without Business Profile posts while preserving calls, clicks, directions and confounders. Results pending.
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Reconstruct the availability timeline, crawler-facing status, recovery signals and competing explanations before attributing a search decline to an outage or update.
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Map an AI impression, click, browser visit, analytics session and conversion as separate events, then reconcile them with a bounded measurement ledger.
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Define the indexable product set, segment outcomes by template and reason, close faceted crawl traps, and improve selection signals before requesting more crawling.
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Separate a real Google Search decline from GA4 referral noise with one incident card, Search Console segmentation, analytics classification, and independent recovery rules.
How the work is produced
Evidence before confidence.
SearchEngineAnswer separates documented facts from interpretation, shows important limits, and keeps meaningful corrections visible.
01Verify the claim
Current primary documentation is preferred for material facts and product behavior.
02Show the boundary
Recommendations include their scope, uncertainty, tradeoffs, and known limitations.
03Add practical value
Each page aims to add a framework, test, checklist, tool, or example readers can use.