B2B procurement and engineering teams increasingly use ChatGPT, Claude and Perplexity for initial research: 'best aluminium composite panel suppliers India', 'ISO-certified injection moulders Maharashtra'. AEO for B2B mfg is engineering specifications, application guides and case studies for LLM citation. The shortlist is the prize here. When a sourcing manager asks a model which suppliers to consider, being one of the four or five names returned is worth more than a first-page ranking, because the buyer arrives already treating you as pre-vetted. Manufacturers are unusually well placed to win that slot, since the models reward exactly what a real plant can state and a listing directory cannot: grades processed, standards held, capacity, location and lead time.
B2B mfg LLM queries: supplier search, certification match, application fit, specification comparison. LLMs weight Organization schema, Product schema with technical properties, Article with named authors, FAQ coverage. Less of a discovery channel today than for D2C or SaaS but growing - expect 10-20% of B2B procurement research to start on LLMs by 2027. What determines whether a manufacturer appears in those answers is less about volume and more about whether the site makes concrete, checkable statements in extractable form. Models struggle to cite a company that never says plainly what it makes, to what standards, at what scale and from where, which describes a large share of Indian manufacturing websites. Off-site consistency matters too, because a model cross-referencing your site against trade directories, association listings and press mentions will discount a company whose stated capabilities disagree across sources. We run this work from the Powai office for manufacturers across several industrial categories and can share names on request.
