Services
Most AI pilots stall in the same place: the demo was impressive, nobody could say whether the output was correct, and it never got trusted with real work.
We start from the task, not the model. Pick a process with a measurable cost, define what a good answer looks like, build the evaluation harness alongside the feature, and keep a human in the loop wherever being wrong is expensive.
When to call us
How we work
We shortlist candidate processes on volume, cost of error and how easily quality can be measured, then start with the one that is high value and safely reversible. Some tasks turn out not to need a model at all, and we will say so.
Retrieval over your own documents, with permissions respected at query time and answers that cite their sources so users can verify them. Retrieval quality, not the model, is what usually determines whether people trust it.
Extraction from invoices, claims, contracts and forms, wired into the systems that consume them, with confidence thresholds that route uncertain cases to a person instead of guessing.
A labelled evaluation set, regression runs on every prompt or model change, and monitored accuracy in production. You get a number for how often it is right, which is the difference between a demo and a deployment.
Deliverables
Artefacts, not activity. Everything here is something you keep, and something you could hand to another supplier.
More on how we choose between them on our technology stack page.
FAQ
Not under the enterprise API terms we deploy on, and we confirm the specific provider's data-handling terms in writing as part of design. Where the data cannot leave your environment at all, we design for a self-hosted or in-region model instead.
Ground answers in retrieved sources and show the citation; refuse rather than guess when retrieval finds nothing relevant; set confidence thresholds that hand off to a human. Then measure how often it happens, because the honest answer is never zero.
We model cost per task before building, including retrieval and review time, so you can compare it against the process it replaces. Ongoing inference cost is usually a small fraction of the salary cost of the manual process.
Book a free [30] minutes consultation. You will talk to an engineer, not an account manager, and you will leave with a concrete opinion on your options | whether or not you hire us.