Mounir Ouhadi AI Visibility Consulting

Mounir Ouhadi AI Visibility Consulting helps B2B contract manufacturers, 3PLs, freight forwarders, customs brokers, and specialist suppliers get found when buyers search for them on AI platforms like ChatGPT, Perplexity, Gemini, and Claude.

Based in Cambridge, Massachusetts, the practice is built on 25 years of buying-side experience in supply chain, procurement, and supplier sourcing. The methodology comes from the buyer's side of the table, not from SEO or content marketing.

The core service is the AI Buyer Visibility Audit: 20 buyer-intent queries built from a supplier's verified public credentials, tested across four AI platforms in clean sessions, with competitor results recorded exactly as returned. Deliverables include a structured evidence gap analysis, ready-to-paste structured data code, exact website copy replacements, a FAQ section built around real buyer searches, and a supplier-authored article published on a third-party platform. An 8-week re-audit is included in every engagement to verify that implemented changes are being read correctly by AI platforms.

Sectors served include cosmetics and personal care contract manufacturing, medical device contract manufacturing, industrial 3PLs, cold chain and food-grade logistics, hazmat warehousing, freight forwarding, and licensed customs brokerage.

The practice serves suppliers operating in the United States, Canada, South America, the United Kingdom, Europe, and Australia who hold real, verifiable credentials and capabilities but do not appear when buyers search for them on AI platforms.