AI Procurement Readiness for Manufacturers
We scored 1,200 manufacturers across eight AI engines. See how your category ranks, and what the leaders do differently.
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Download the PDFEnter your domain and see in about a minute how AI reads your catalog and credentials.
Run the free check →Three findings from the report
Each one is broken down by category, engine and company size in the full report.
of manufacturer catalogs couldn't be read past the PDF, so AI fell back on distributor listings or nothing at all.
Catalog readabilitycertifications cited by AI couldn't be confirmed with the issuing body. Unverified suppliers were shortlisted far less often.
Verificationsuppliers on the average AI shortlist. Buyers rarely look past it, so fifth place is close to invisible.
The shortlistFive sections, one question: will AI shortlist you?
Written for the people who own pipeline, catalog and compliance. Skim the scores or go straight to the fix list.
- 01How buyers source with AI nowWhich engines, which questions, and where the shortlist forms.p.4
- 02Readiness by categoryA five-layer readiness model and where each industrial category is exposed.p.8
- 03What AI reads, and misreadsCrawlers, specs, catalog formats and the facts that survive the trip.p.13
- 04Verification as a ranking signalHow credentials checked at the source change who gets named.p.18
- 05The 30-day fix listRanked actions, effort against impact, no dev budget needed.p.23
Who it's for
Manufacturers
See how AI reads engineered-to-order capabilities, tolerances and certifications in your category.
Distributors
Benchmark multi-brand catalogs against the distributors AI already names for high-intent searches.
Enterprise teams
Compare readiness across business units and brands before committing budget to a rollout.
Built by a manufacturer.
Method published openly.
Every score in the report shows its evidence. We publish the prompts, the scoring rubric and the sample, so you can rerun any number yourself.
ChatGPT
Perplexity
Claude
Gemini
Copilot
Google AI
Grok
Meta AI
About the report
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No. We only reach out if you book a walkthrough or ask us to. Research updates are opt-in, and you can unsubscribe in one click.
We ran buyer-style sourcing prompts through eight AI engines, then scored each named supplier on readability, verification and shortlist placement. The full rubric and prompt set are in the appendix.
The report covers categories, not individual companies. To see your own results, run the free check. It takes about a minute.
Yes. Share it internally, and cite it with attribution to Nevisible Labs, 2026 Benchmark Report.
Know where you stand before buyers do.
Category scores, verification data and a ranked fix list. Free and instant, with no sales call.