We help teams in insurance, healthcare, manufacturing, and finance design and build AI systems that make it into everyday use — and stay there.
Six focused areas. Each one delivers working software, not slides.
We help you figure out where AI is genuinely worth it — and where it isn't. We look at how your teams actually work, rank the real opportunities, and give you a plan you can act on.
We design and build the assistants, agents, and search tools your team uses day to day — with testing, monitoring, and cost limits built in from the start, not bolted on later.
Software that handles multi-step tasks inside the tools you already use — your CRM, ticketing, or back office. Clear permissions and a full record of what it did, so nothing happens in the dark.
An AI system is only as reliable as the way you test it. We build the datasets and automated checks that let you make changes — or swap in a new model — with confidence.
When off-the-shelf models aren't good enough, we train custom ones that are more accurate, cheaper to run, and faster for your specific task — without giving up reliability.
Clear dashboards your team reads in the morning. We track quality, speed, and cost on every request — with a feedback loop that's simple enough to actually use.
Roughly twelve weeks from first conversation to handover — with a working system in your hands well before the end.
We spend time with the people doing the work — and watch where their day slows down. No frameworks, no workshops for their own sake. Just careful observation.
We turn what we learned into a short list of projects worth doing. Each one has an owner, a way to measure whether it's working, and a point where we'd stop.
A small team of senior engineers works alongside yours. We ship to production in short cycles, with monitoring in place from the first week — not the last.
We hand the system to your team with documentation, training, and the tools to keep improving it. You own everything we built — there's no lock-in.
Illustrative examples of the kind of work we take on — generalized, not specific client claims.
The software reads incoming documents, pulls out the important details, and drafts a first response — all inside the team's existing tools, with a person reviewing before anything is sent.
A system that connects sensor readings with maintenance notes and surfaces the most likely causes of a problem — before a line goes down.
Notes are drafted from the conversation, with citations back to what was actually said — built around the shortcuts clinicians already use, not a new app to learn.
Drafts a first version of a credit memo with linked source documents, leaving the underwriter's judgment and voice firmly in charge.
We work across a handful of industries where the documents are dense, the stakes are real, and the workflows already exist. A few of the areas we know well:
Sorting new submissions, logging claims faster, assistants for brokers, and flagging likely fraud.
Drafting notes during visits, prior authorizations, recovering denied claims, and routing patient intake.
Finding root causes from mixed data, dispatching field technicians, technical search, and answers grounded in your procedures.
Underwriting memos, know-your-customer reviews, internal research, and checking outgoing communications.
Marking up contracts, mapping policies, preparing documents for litigation, and drafting responses to regulators.
Handling exceptions, carrier communications, document automation, and reading bills of lading.
Handling constituent requests, checking eligibility, drafting grants, and preparing public-records requests.
Making sense of permits, assisting asset inspections, and drafting sustainability reports.
The people who scope your project are the ones who build it. Pick the shape that fits where you are.
We dig into one problem, test whether AI can actually help, and give you a clear plan plus a working prototype to react to.
Our engineers work alongside your team to design, build, and ship a system into production — with full handover so you own the result.
We act as your AI team on a retainer — maintaining what's live, keeping the tests honest, and shipping improvements as the models change.
The first call is 30 minutes with someone experienced — no decks, no scoping fee. If we're not the right fit for what you need, we'll say so directly.