Cited-answer agent
Six-week build. Production across internal counsel and ops. Trail accepted by internal audit on first review.
Audit-grade AI systems for serious enterprises. Shipped in weeks. Defensible under review.
A run, captured. Question in, answer out, sources named, the whole thing sealed. The record a reviewer would actually ask for. Generated as a by-product of the work, not bolted on after.
AI shows up in enterprises in many shapes. We organise the work around three. All three, held to the same audit-grade bar.
Answers your people trust, drawn from the corpus you already have. Legal, research, policy, operations: wherever a defensible answer matters.
Agents that pick up work, move it through your systems, and leave a clean trail. Intake, triage, drafting, reconciliation: whatever happens a thousand times a week.
Every output, reconstructable end to end. The record a reviewer wants to see, generated as a by-product of the work.
Three recent patterns, anonymised. Real systems in production. Client names released as NDA allows.
Six-week build. Production across internal counsel and ops. Trail accepted by internal audit on first review.
Agent drafts and a reviewer accepts. Drafting time down, review depth up, every change signed.
Multi-source synthesis with every claim traceable. Reviewers read the record, not the output.
Three lenses share one bar. These are the five properties every system we ship has to hold, before anything else gets discussed.
A bar without a posture is just marketing. These are the commitments every engagement starts from, not negotiable after signature.
Fixed-shape, full-stack engagements. We own model, tools, evals, and deployment. Not slivers of any of them.
We map the workflow, the data, the risk surface, and the success criteria with your domain experts. We leave with a written specification and a definition of done.
A senior pair ships the core system end-to-end. Daily shared progress. No black boxes, no offshore handoff. The people who scoped the work are the people building it.
Your team drives the system against real cases and the hard edges. We tune, fix, and harden until the reviewers on your side, the ones whose names are on the work, are satisfied.
We deploy into your environment (VPC, on-prem, or ours), wire up monitoring, hand over runbooks, and stay on call through the first weeks of live traffic.
Audit-grade work is long and close. A wrong match helps no one, so we name the edges here.
If this is a fit, these are the two people you will work with. Not a sales team, not a delivery manager, not an offshore pod.
Translates regulated workflows into agent specs that survive review.
LinkedIn ↗Ships the systems. Production software, data infra, platform work.
LinkedIn ↗A 30-minute discovery call. We’ll tell you in the first meeting whether we’re a fit.