AI
Document and enquiry automation with an evaluation harness you control, for teams whose last AI pilot never reached production.
Demos run on your scenarios, not a canned script.
Overview
Document and enquiry automation with an evaluation harness you control, for teams whose last AI pilot never reached production.
Features
The harness and labelled set exist first, so quality is measurable from day one and version two can be compared to version one.
A confidence threshold you set routes doubtful cases to a person rather than guessing.
Every deployment can be reverted to the previous behaviour without a release.
VPC deployment where residency requires it, with a documented list of what leaves the network.
Specifications
| Specification | Value |
|---|---|
| Deployment | Cloud or customer VPC |
| Typical rollout | 5 weeks to first production use |
| Languages | English, Vietnamese, Japanese |
| Evaluation | Runs in your CI, thresholds set by you |
| Audit | Model version and confidence recorded per decision |
Integrations
Anything not on this list is an integration project, and we will quote it honestly rather than describing it as configuration.
Downloads
In production
Four plants ran four different systems. Consolidated reporting took a fortnight and finance had stopped trusting it.
FAQ
Whichever passes your evaluation set at acceptable cost. That is the point of the harness — the model is a swappable component, and we have changed it under three clients without them noticing a behaviour change.
Below your confidence threshold it does not act; it routes to a person. Above it, every decision records the model version and confidence, so an error can be traced and the threshold adjusted.
Related
Finance, inventory, and production planning for mid-market manufacturers.
Pipeline, quoting, and after-sales service in one record of customer truth.
Lot-level traceability from field to container, built for food exporters.
Next step
Bring three things that are hard in your current system. We will show you what this does with them, or tell you it does not help.
30 minutes · your data shapes the agenda