The unglamorous version of AI
There is a lot of noise. Underneath it, a small number of things genuinely work right now, and they are mostly boring: reading documents, sorting messages, drafting text a human then approves, and finding things in a pile of files nobody has been able to search since 2019.
That is where we start, because that is where the return is.
What we build
Document processing. Invoices, forms, contracts, applications — extracted into structured data, with the confidence score visible and anything uncertain sent to a person.
Support triage. Inbound email and tickets classified, routed, and given a drafted first reply that a human sends or discards.
Retrieval over your own knowledge. Ask a question, get an answer with a citation into the actual source document. If it cannot cite it, it says it does not know.
Integration. Into the systems you already run, so it is not another tab nobody opens.
How we keep it honest
Every AI feature we ship gets an evaluation set — real examples, with known right answers — and we measure against it before launch and after every change. Anything with a real consequence gets a human in the loop by design, not as a temporary safety measure that quietly gets removed.
If, after we look at your process, we think AI is the wrong tool and a boring script would do it more reliably for a tenth of the price — that is what we will tell you. It happens more often than the industry likes to admit.