# What Does a B2B AI Recommendation Specialist Actually Do?

> A B2B AI recommendation specialist gets an established B2B company named, and described correctly, when its buyers ask ChatGPT, Gemini, Claude, or Perplexity who to hire. The work has three parts: check what AI says today for the buyer's real questions, find out why AI can't confirm the company, and fix it, on the website and off it. Success is measured as the share of those questions where AI names you in its first answer.

- **Author:** Ahmad Mneimne (also written Ahmad Mneimneh), B2B AI Recommendation Specialist, Beirut
- **Published:** October 23, 2026
- **Canonical URL:** https://ahmadmneimneh.com/insights/what-does-a-b2b-ai-recommendation-specialist-do.html

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The job exists because buying changed. In a G2 survey of more than 1,000 B2B software buyers in August 2025, half said they now start their buying journey in an AI chatbot instead of Google (https://learn.g2.com/ai-search-surging-for-b2b-buyers). If your company isn't on the short list AI gives, you're never in the comparison.

## The work, in six steps

1. **Collect the questions your buyers actually ask.** Six to eight, in the buyer's words, from sales calls, RFQs, and procurement emails.
2. **Check them by hand in the real apps.** ChatGPT, Gemini, Claude, and Perplexity, fresh logged-out chat, first answer only. This gives the baseline: the AI Endorsement Score (https://ahmadmneimneh.com/ai-endorsement/).
3. **Find the reason AI skips you.** Almost always one of six reasons (https://ahmadmneimneh.com/insights/why-does-ai-recommend-my-competitor-instead-of-me.html).
4. **Fix your own website.** Buyer's category words, one identity page, answer-first pages, structured data, crawler and Bing access.
5. **Fix your footprint off the website.** Same description on LinkedIn, directories, and lists; earned mentions in interviews, trade press, talks, client-published case studies.
6. **Re-test every month with the same questions.**

## What it looks like on my own site

Three gaps found in the last two months: the missing word "manufacturing" (fixed); a split identity (two spellings, six namesakes), fixed with one identity page (https://ahmadmneimneh.com/ahmad-mneimneh/); and pages AI couldn't reach (ChatGPT's and Claude's crawlers blocked at the firewall, now let in; Bing knowing only the homepage, every page now submitted).

On the owned website I built for Master English, ChatGPT sent 13.6% of visits over 30 days in September and October 2026, more than any other named source (https://ahmadmneimneh.com/case-studies/#owned-revenue-system).

## How it differs from SEO and GEO software

An SEO agency gets your pages ranked in Google. GEO software monitors AI answers and publishes structured content at scale. A specialist works on why AI can't confirm you for the questions behind large, complex deals. Full comparison: https://ahmadmneimneh.com/insights/seo-agency-vs-geo-software-vs-ai-recommendation-specialist.html

## When you need one, and when you don't

- **Need one:** AI names your competitors; AI confuses you with someone else; long, high-value deals; capability stronger than your online presence.
- **Don't, yet:** Google can't find your site (fix SEO first); local business with simple questions (GEO software may be enough); pre-revenue.

## What a good one will, and won't, promise

- **Will:** show the first-answer test before work starts, name the reason in plain words, re-test monthly.
- **Won't:** guarantee "number one in ChatGPT," flood your site with generic AI articles, or publish a "top 10" list ranking itself first.

Free AI Endorsement report, checked by hand: https://ahmadmneimneh.com/ai-visibility-check/