PDF and spec-table liberation
Datasheet facts become key, value, unit and source rows on each SKU.
Manufacturing
Specs an engineer trusts, readable by the agent they ask.
Part numbers, ratings, certifications and lead times trapped in PDFs and tabs become structured, server-rendered facts, organized by product family, with a clear RFQ path.
GEO Report · product pagesSample data
Readiness, sample site
66/100
Confidence
High · 212 pages · 9 templates
Top fix: publish lead time and a quote path on 38 product pages in the HX family. Draft ready for review.
Short answer
For manufacturers, Forge turns datasheets and catalog exports into structured specs, product families with shared FAQs, and machine-readable RFQ paths, so AI answer engines and buyer agents can evaluate parts without opening a PDF.
What buyers ask their assistants
- “Which 2 in. valves are rated 1000 WOG in 316 stainless?”
- “Is this part RoHS compliant, and where is the certificate?”
- “What's the lead time for 500 units?”
- “Can I request a quote without calling?”
What Forge fixes
Families with shared FAQs
One family answer set, inherited by every size and variant.
Certifications as facts
Standards and certificates stated plainly and linked as evidence.
RFQ and quote paths
A clear next step for people today and buyer agents in Foundry OMS.
Try it
Ask the demo catalog like a buyer would.
A scripted demo of a buyer agent reading structured product data, including the moment a missing fact stops it.
Ask the demo catalog
Scripted assistant · demo catalog · not a live AI
Scripted demo · written answers · nothing leaves this page
Questions
Manufacturing.
Our specs live in PDFs. Is that a problem?
For many AI readers, yes: facts inside PDFs and scripts are often skipped. Forge drafts structured spec rows from datasheets and catalog exports, publishes them as visible spec blocks plus Product additionalProperty, and keeps the source column so a person can verify each value.
We sell by quote, not cart. Does Forge still fit?
Yes. Quote paths are part of readiness (the GEO Report scores whether an agent can take the next step), and Foundry OMS (early access) gives buyers' agents a reviewed way to submit RFQs.
We have thousands of SKUs. How is that managed?
Product families let one confirmed parent own the shared FAQ and thumbnail for its sizes and variants. Bulk publish works by family or primary category, and the GEO Report clusters templates so large catalogs stay affordable to score.
Next step
See what AI reads before your buyers do.
Start with a free GEO Report on your own storefront, or book a working session and we will walk through your catalog together.