IndustriesManufacturing
AI for manufacturers, where the count has to be right.
A pallet goes missing between the plant and the store. A city posts a bid your sales team will never see. Both are worth money and both get lost in the volume. We build systems that read every claim and every signal overnight, clear the ones that are sure and hand your people the rest with the why attached.
What gets in the way
- Every short-ship deduction goes to a person, and most of them turn out to be real.
- Seven claims on a normal day, 51 on the worst one. The queue doesn’t shrink because the team is busy.
- The buyers about to spend are showing it in bid portals, grant databases and spending jumps. Nobody can read all of that every month.
- A model nobody in-house can retrain is a model that quietly goes stale.
What we build
- A claim scorer that runs every night in Snowflake and clears only the ones it’s sure of
- Feature pipelines rebuilt nightly from your SAP tables, so the model sees what the business sees
- Drift monitoring that checks cleared claims against real verdicts as they arrive
- A retraining notebook your own data team runs, so the model stays yours
- Agents that read public and purchased sources, one recognizer per source
- Account cards that say why now and who to call
- Reviewer agents that fail closed, with a person able to override
- Monthly runs on AWS, built with Terraform and held together by automated tests
Client work
1,491 account cards built in September’s monthly run
24 public and purchased data sources, each with its own recognizer
188 accounts Lenovo approved and loaded in August and September
Read the story28% of claims clear automatically at the recommended bar
92% of cleared claims were real shortages, on months the model never saw
$174K in deductions cleared through the model at the first month-end close
Read the story
Use cases
Buying signals
Know who is ready to buy. And why. And who to call.
Claim scoring
Clear the claims that are sure. Send people only the ones that need them.
Back-office workflow agents
The work that moves between systems by hand, done by agents that cannot cut corners.
Demand forecasting
A forecast you can hold to a number, measured against the rule you use today.
Predictive maintenance
Know which asset fails next, with a watch list your crews can actually work.
Ask your data
Ask the warehouse a question in plain English. Get the answer and the query that made it.
AI evaluation
Before you trust it, test it. Before you buy it, test the number.
Bring us the project that matters most.
Tell us what you’re building and what’s in the way. You’ll hear back within 24 hours.