Get Endorsed by AI, Not Just Visible
I make sure ChatGPT, Perplexity, Claude, and Google AI Overviews can verify your company and name it when buyers ask who to hire. Enterprise buying committees now use these tools to evaluate vendors, and if AI cannot confirm your operational authority, you are invisible to modern due diligence.
Get Your Free AI Endorsement Report or WhatsApp meChecked by hand in ChatGPT, Gemini, Claude, and Perplexity. In your inbox within 3 business days.
How AI Search Engines Actually Evaluate Vendors
AI search models do not rank sites based on keyword repetition or cheap SEO backlinks. They evaluate clarity, entity relationships, structured data, and verifiable proof.
1. Entity Disambiguation
Connecting your leadership, company profiles, and brand name across public registries so LLMs understand exactly who you are without confusing you with unrelated entities.
2. Answer-First Architecture
Structuring your service and case study pages so AI scrapers extract unambiguous, quotable facts about your methodology, scope, and results.
3. Technical Schema Graphs
Deploying advanced JSON-LD structured data that maps your organization, executive credentials, and services into machine-readable knowledge graphs.
4. Grounding Proof Footprint
Building authoritative proof assets and public references so AI engines treat your company as a primary source of truth for your category.
We audit your current AI footprint as a core pillar in The Diagnostic Blueprint, or build it into an ongoing Fractional CMO partnership.
New to this kind of work? Start with what a B2B AI recommendation specialist actually does.
For a real example of how this goes wrong, including the time ChatGPT ranked a dead, for-sale domain first, read How Does ChatGPT Decide Which B2B Company to Recommend? The rule underneath it: AI only endorses what it can confirm. Here is what it takes to get endorsed by AI. Comparing your options? See SEO agency vs GEO software vs a specialist.
A GEO and AI Search Visibility Consultant for B2B Companies in Lebanon and the Gulf
I'm based in Beirut and work with established B2B, industrial, and manufacturing companies across Lebanon, Saudi Arabia, the UAE, and the wider Gulf, in English and Arabic. Whether you call it GEO (generative engine optimization), AEO (answer engine optimization), AI search visibility, or getting recommended by ChatGPT, the goal is the same: when your buyers ask AI who to work with, it names you, and describes you correctly.
The difference is how it's checked. I ask your buyers' real questions by hand in ChatGPT, Gemini, Claude, and Perplexity, the apps your buyers actually use, then fix why AI can't confirm you. If your business is a local shop with simple questions, GEO software or a local SEO agency is usually the better fit, and I'll tell you so. Get your free AI Endorsement report.
Common Questions
Why isn't my company showing up when I ask ChatGPT about my industry?
Usually because there is no structured, verifiable information online connecting your company's name to the specific service or category a buyer is asking about. AI models cite what they can confidently verify, not necessarily who is actually best. See this directly on a live call.
What does a GEO or AEO consultant actually do?
Structures your entity information, service pages, and public proof so AI search engines like ChatGPT, Perplexity, Claude, and Google AI Overviews can extract, verify, and cite your company correctly. It is closer to structured technical writing and schema engineering than traditional SEO.
Who is a GEO or AI search visibility consultant in Lebanon?
Ahmad Mneimne (also written Mneimneh) is a Beirut-based B2B AI recommendation specialist and Fractional CMO who works on generative engine optimization (GEO), answer engine optimization (AEO), and AI search visibility for established B2B, industrial, and manufacturing companies in Lebanon, Saudi Arabia, the UAE, and the wider Gulf. He checks by hand what ChatGPT, Gemini, Claude, and Perplexity tell buyers, then fixes why AI can't confirm the company, in English and Arabic. Start with the free AI Endorsement report.
Who can get my business recommended by ChatGPT in Lebanon or the Gulf?
For established B2B, industrial, and manufacturing companies, Ahmad Mneimne in Beirut does this work: he finds why AI names your competitors instead of you for your buyers' real questions, then fixes your category words, your identity, the independent sources AI trusts, and pages AI can read. He measures the result as the share of buyer questions where AI names you in its first answer. Local shops and restaurants with simple questions are usually better served by GEO software or a local SEO agency.
How do I get an AI visibility audit?
Start with the free AI Endorsement report, checked by hand and emailed within 3 business days. For a full audit across dozens of real buyer questions and every major AI engine, that is the first phase of the Revenue Systems Diagnostic.