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AI for Specialty Manufacturing.

Quotes that take days. Specs that live in PDFs and one person's head. Production plans built in spreadsheets the night shift can't see. We build the layer that ties them together, custom to your operation.

AudienceSpecialty mfg, job shops, contract manufacturers
Revenue range$8M, $50M
Common systems5 categories
Recent evidenceCustom parts manufacturer cut quote turnaround...
I · What we see

"Quoting, spec parsing, production planning, where custom work and software rarely talk."

Quotes that take days. Specs that live in PDFs and one person's head. Production plans built in spreadsheets the night shift can't see. We build the layer that ties them together, custom to your operation.

The pattern is consistent enough across the firms we work with that we usually know the shape of the fix before the diagnosis call ends. Below, the three symptoms we hear most, and how we approach them.

II · Three Symptoms

What we hear before the call.

Pattern recognition · not generalism

These three show up in eight of ten diagnosis calls in this industry. If you recognize two, we're almost certainly a good fit.

01A quote takes a day, a week, a senior engineer.Spec reads, cost models, capacity checks, customer redlines. Most of it is pattern work. We automate it and let your engineers price the weird ones.Symptom 1Of three
02Scheduling runs on tribal knowledge and a spreadsheet.Your shop foreman knows what fits. Nobody else does. We extract the knowledge into a living plan anyone on the floor can see.Symptom 2Of three
03Software vendors sell platforms, not solutions.ERP, MES, CRM, none of them fit your operation perfectly. We build the thin AI layer that makes the systems you already own actually work together.Symptom 3Of three
III · What we'd build

Systems that fit this industry.

Drawn from real engagements

These five systems are the ones we most commonly commission for firms in this category. Your specifics will differ, these are the shapes.

I.

Spec-parsing from client PDFs / drawings

II.

Automated quote & costing models

III.

Production scheduling & capacity visibility

IV.

Supplier & BOM reconciliation

V.

Inspection / QA assistance & reporting

Evidence · recent work

Custom parts manufacturer cut quote turnaround from 6 hours to 11 minutes.

Read the case →
IV · Other Industries

Four more patterns we know.

Industry index

If your operation sits at the edge of two of these, tell us on the call, we're generally better at the intersection than a generalist would be.

01Professional Services.Law, accounting, consulting. Partners buried in work that could be extracted, compounded, and re-used.Pro ServicesIndustry02B2B SaaS & Tech.Revenue teams where SDR drudgery and slow onboarding cap both pipeline and NRR.. Inbound not being worked, proposals shipping late, onboarding taking weeks not days, and customer success reacting instead of expanding.SaaSIndustry03Media & Content.Editorial, agencies, publishers running against the wall of team capacity.. Your best editors writing briefs instead of editing.MediaIndustry04E-commerce & DTC.Brands drowning in merchandising, listings, support, and post-purchase work.. Product catalogs that grow faster than the team.DTCIndustry
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