SearchEngineAnswer
Founder & Editor · SEO Champion
SEO Champion | Google News, Google Discover & AI Search Expert | Founder of MustHave.ai, Abdessalam.ai & SearchEngineAnswer.com
Experience: Google News, Google Discover, and AI Search specialist; founder of MustHave.ai, Abdessalam.ai, and SearchEngineAnswer.com.
Research, guides & workflows
Evidence-led articles for publishers, marketers, founders, and SEO practitioners who need a clear decision—not another pile of terminology.
Return first-party RAG evidence to Claude as search_result blocks with stable source IDs, accurate titles, citable chunks, validation, and stale-source handling.
Audit Gemini File Search visual citations by preserving file hashes, page numbers, media IDs, answer claims, cited evidence, and manual verification.
Migrate Gemini test harnesses after temperature, top_p, and top_k deprecation while preserving model, grounding, citation, latency, and usage evidence.
Use Google-Extended as a robots.txt control token for specified Gemini training and grounding uses while keeping Google Search crawling and ranking separate.
Compare You.com organization API keys with keyless x402 and MPP machine payments across endpoint support, cost evidence, receipts, retries, and ZDR.
Build a Claude web-search parser that separates results, empty searches, tool errors inside HTTP 200, request errors, and ZDR-sensitive caller modes.
A preregistered test for DeepSeek V4 Flash through Perplexity model-gateway and agent routes, with identical inputs and separate retrieval, citation, latency, and quality fields.
A preregistered protocol for comparing GPT-5.6 Fast and standard service above 272K input tokens across latency, cost, errors, and task quality.
A preregistered protocol for comparing AI-answer video citations with Google’s top 100 web results without turning a vendor claim into a universal search rule.
How the work is produced
SearchEngineAnswer separates documented facts from interpretation, shows important limits, and keeps meaningful corrections visible.
Current primary documentation is preferred for material facts and product behavior.
Recommendations include their scope, uncertainty, tradeoffs, and known limitations.
Each page aims to add a framework, test, checklist, tool, or example readers can use.
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Practical, evidence-based answers for earning visibility in search engines and AI answers.
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Independent publication. Sources, corrections, authorship, and commercial relationships are disclosed openly.
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