01IND-04
Engineering search
Drawings, specs and change orders searchable by plain question.
IND-04 · MFGcstmAI™ · Custom AI for · Manufacturing
Custom AI for manufacturers, from engineering to the plant floor.
Manufacturers sit on decades of drawings, specifications, work instructions, nonconformance reports and maintenance logs. We build AI that puts that knowledge in front of engineers and technicians, on hardware in your plant or data center.
Fig. 01 · Inspecting a pressure-vessel weld, NASA Michoud
Engineering knowledge is the business, so most manufacturers won't send it to an outside service. Hardware on site solves that, and an Edge system can serve a plant with a poor connection.
Common first builds are engineering search across drawings and change orders, analysis of quality records, and assistants that answer technicians' questions from manuals and work instructions at the machine.
| Typical data | Drawings, specifications, change orders, work instructions, NCRs, maintenance logs |
|---|---|
| Common systems | PLM, ERP, MES, QMS, CMMS |
| Hardware | cstmAI Rack in the data center; Edge on the floor |
| Rules in play | Customer IP terms, export controls where applicable, OT segmentation |
Common manufacturing builds
What the plant already knows, findable in seconds.
02IND-04
Change-order drafting
Similar past changes found and a first draft prepared.
03IND-04
Quality and NCR analysis
Recurring causes grouped across years of nonconformance reports.
04IND-04
Technician assistant
Answers from manuals and work instructions at the machine.
05IND-04
Visual inspection
Image models flag defects on the line for an inspector to confirm.
06IND-04
Supplier document review
Certificates and specs checked against requirements.
Reel 02 · Instrument assembly in a clean room, NASA JPL2021
How it's delivered
Four steps, each one signed off.
01
Discovery
Two weeks: pick the workflow, audit the data, size the hardware, write the evaluation set.
02
Build
A fixed-scope build against that evaluation set, reviewed every week with your team.
03
Burn-in & install
Hardware tested on our bench, then installed and connected on your site.
04
Operate
Your team runs it with our runbooks, or we run it for you.
FAQ
Questions we hear first.
Can it run on a segmented OT network?
Yes. cstmAI Edge systems run without internet access, and we work with your OT team on segmentation and the update path.
Can it read drawings?
It indexes title blocks, notes and text on drawings and links them to related documents. Interpreting geometry is more limited, so we test on your drawings first.
We handle export-controlled data. Can you work with it?
The hardware and data stay on your premises. Staffing requirements for controlled data are confirmed for each engagement before work starts.
Get a quote
Spec your system.
Tell us the models you want to run, how many people will use them and where the hardware should live. An engineer replies with a first configuration and the questions that decide the quote.