An AI SEO strategy designed for citation, recommendation, and “answer-first” discovery across ChatGPT, Gemini, Claude, Perplexity, and AI Overview.
Awilix.ai announced the launch of a new GEO (Generative Engine Optimization) strategy built to improve the frequency with which brands are mentioned, cited, and recommended within LLM-generated answers.
We have cracked the LLM code. ”
— Jean-Romain Noel
As discovery moves from “10 blue links” to AI-generated summaries and conversational search, rankings are no longer the only battleground. The new Awilix GEO approach focuses on LLM visibility, answer extraction, and citation eligibility, so brands are the choices that AI systems confidently surface when users ask, “What should I choose?” or “Who is the best person for this?”
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What Awilix has changed with GEO!
-Awilix designed GEO as an engineering-style system rather than a checklist.
-LLM Visibility Audit: Prompt sets and competitive benchmarks to map current “voice” in AI answers
-LLM source identification: Map the domains, pages, and source patterns that LLM uses for topics and target gaps.
-Entity Clarity Layer: Consistent location signals across pages and broader web footprint (proving who you are, what you do, and for whom)
-Citable content architecture: pages built for AI extraction (definitions, comparisons, decision frameworks, FAQs, proof blocks)
-Technical AI SEO enhancements: structured data, internal links, indexing hygiene, canonical consistency, and LLM-enabled assets where relevant (e.g. llms.txt)
– Source partnership strategy: Gain participation in LLM trusted sources through PR, data publishing, and partnerships with relevant publishers and industry platforms.
-Iterative loop: Continuous testing and improvement based on what LLM actually returns (mentions, citations, source selections)
“Repeatable methods chosen by AI”
“We have stopped treating LLM visibility as a mystery,” says Jean-Romain Noël, founder of Awilix. “GEO aims to make your brand easy to understand, easy to trust, and easy to quote so that models don’t just find you, they choose you.”
Also read: Cheap and Fast: LLM Cascade Strategy (Frugal GPT)
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