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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French news publishers can use AI to accelerate document review, transcription, accessibility, quality control and format adaptation—while keeping human accountability and original reporting at the center. This guide maps the technical, editorial and measurement work required across Google News, Discover, AI answers and direct readership.
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Create a maintained AI-assistant referral segment in GA4, preserve the raw source evidence, and report click visits without presenting them as complete citation coverage.
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A preregistered test separating mentions, citations, recommendations, and referrals across bounded SaaS recommendation tasks. Results pending.
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A consent-based experiment for testing whether a crawlable first-party review page is retrieved or reflected in repeated AI answers. Results pending.
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A preregistered 25-page protocol for comparing transfer size, raw HTML, server-extractable text, rendered text, composition, and main-content density. Results pending.
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Govern local Claude sessions as enterprise records with session ownership, workspace, data class, source permissions, retention, compliance access, and review.
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Map AI answers, connected apps, provider data, deep links, consent, and completed actions so businesses can monitor the full search-to-action handoff.
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Trace rising organic clicks and falling sales through measurement, query intent, device, landing page, stock, price, checkout, payment, and attribution.
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Build a one-page SEO report that connects Search Console observations, landing-page behavior, business outcomes, confounders, and a named next decision.
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.