Topic
SEO and AI search for manufacturers
Industrial buyers start with a search, and more of those searches now end in an AI answer. We open the manufacturer pages that actually rank, test which data sheets AI engines cite and read manufacturers' robots.txt files, so you can see what earns a place on page one or in the answer. Start with our manufacturing SEO study, then the guides for machine shops and molders.
Everything on SEO and AI search, newest first (8)
SEO for distributors: one bearing, four product pages, and what a catalog page needs to rank
We checked the same SKF bearing on Motion, Applied and MRO Supply, plus its closest sibling on Zoro. Every page carried 29 to 34 spec attributes from much the same data, but the pages differed on price, stock, cross-references and CAD.
Manufacturing SEO: what the pages that rank actually have
We ran 12 real buyer searches across six industries on Oct. 26, 2026 and opened the manufacturer pages on page one. Most were thinner on specs than you would guess, and that gap is where a mid-size manufacturer can win.
Which technical data sheets get cited in AI answers? We asked 30 spec questions to find out
On Oct. 26, 2026 we put 30 engineering spec questions to Google AI Mode and Perplexity and logged the sources they linked. The pages that got cited stated the number in plain text, and they did not have to sit on the manufacturer's own site. One day's run, two engines, with the full log.
Is Thomasnet worth it? What a job shop gets from Thomasnet, Xometry and the RFQ marketplaces
Directories sell visibility. Marketplaces sell finished jobs on the platform's terms. Your own website is the only one of the three that sells your shop. We read each platform's supplier terms and checked who ranks for two common buyer searches.
Are manufacturers blocking AI crawlers? We read the robots.txt files of 113 manufacturers and distributors
Of the 105 manufacturer and distributor robots.txt files we could read on Oct. 26, 2026, six block any AI crawler and none block the bots that put a site into ChatGPT, Claude or Perplexity answers. Let the search bots in, decide on training on purpose, and check your CDN.
The job shop capabilities page and capabilities statement buyers actually read
A capabilities page should give a buyer your envelopes, tolerances, certifications and volume range in two minutes; we read seven 2026 Top Shops' pages to see which do. The one-page capabilities statement a prime asks for follows a federal format, with the UEI in place of DUNS.
What OEM buyers search when they need a CNC machine shop
The biggest machining searches belong to Xometry, Protolabs and the map pack. We pulled the keyword numbers and checked page one for three city searches on Oct. 26, 2026 to find the searches a mid-size job shop can actually win.