Private AI & LLM consulting • For law firms, clinics & finance teams

Ask your documents. Get cited answers. Keep your data.

We build AI assistants for real business workflows — contract questions, patient paperwork, bookkeeping answers — that respond only from your documents, with a citation on every claim. When your data can't leave your office, it doesn't: the whole system can run on hardware you control.

Start with a $999 pilot — limited to our first 5 customers (then $1,999). No production data leaves your network — or you don't continue.

  • Enterprise-bank data scientist
  • UC Berkeley — Data Science + MIDS
  • Privacy-first delivery

What do you want AI to do?

Pick the workflow that sounds like your day. Each one can run on hardware you control, on cloud APIs, or a mix of both.

Don't take our word for it — try it live

Chat with your documents

Tax Document Assistant — live on this site

Chat with 2,885 IRS forms and 100 synthetic W-2 records right now, in your browser. Hybrid search, reranking, and a citation on every claim — the same design we deploy on your hardware.

Ask Your Books — SQL-by-LLM analytics
Ask your data

Ask Your Books — SQL-by-LLM analytics

Ask plain-English (or Vietnamese) questions about a sample books database. A local model writes the SQL, runs it read-only, and explains the answer — no data leaves the machine.

Runs on our hardware, off the network — so there is nothing to click. The screenshot is a real session; we run it live on a call.

Private Document Assistant — RAG over 1,500+ papers
Chat with your documents

Private Document Assistant — RAG over 1,500+ papers

Chat with a research library running on local hardware: hybrid search, reranking, and a cited source for every claim. The same pipeline works over your contracts, case files, or records.

Runs on our hardware, off the network — so there is nothing to click. The screenshot is a real session; we run it live on a call.

Clinical Notes Assistant — healthcare RAG demo
Chat with your documents

Clinical Notes Assistant — healthcare RAG demo

Ask questions over 1,500 synthetic patient encounter notes — diagnoses, medications, visits. Every answer cites the underlying record, and PHI never leaves the machine.

Runs on our hardware, off the network — so there is nothing to click. The screenshot is a real session; we run it live on a call.

Seen enough to be curious?

A 30-minute call is enough to map one of your workflows and tell you what building it would take — no prep, no commitment.

What working with us looks like

1. Discovery

Map your data sensitivity, workflows, and compliance obligations.

2. Pilot

Deliver a scoped 30-day pilot that proves value without exposing data.

3. Implementation

Deploy local infrastructure, ingestion, and monitoring for daily use.

The 30-day pilot, with no surprises

We agree on one workflow and a clear success measure before we start. Your production data stays on your network the whole time. If the pilot doesn't hit the measure we set together, you walk away — no implementation commitment.

  • One working private workflow on your data (or a controlled sample)
  • A written success measure agreed up front
  • A short readout: what worked, what to fix, and the path to production

Pricing tiers

Tier Scope Typical Investment
Pilot 30-day scoped workflow demo with a defined success measure $1,999 $999 First 5 customers only — $1,999 after
Implementation Production-ready local AI stack $15K–$25K
Retainer · Care Keep it running: uptime monitoring, quarterly eval/prompt tuning, 3-day response SLA $1.5K / month
Retainer · Grow Care plus ~8 dev hours/month — one model refresh and one small ingestion source per quarter, next-business-day SLA $3K / month
Retainer · Partner Your outsourced AI team: ~20 dev hours/month, continuous tuning, priority fine-tuning at internal rates, same-day SLA $5K–$6K / month

Proven in regulated industries

If it's safe enough for privileged case files, patient records, and client financials, it's safe enough for your data — whatever industry you're in.

Some data can't leave — and with us, it doesn't

Workflows under HIPAA, client confidentiality, or financial controls run entirely on hardware you control — nothing reaches a third party. Everything else can use cloud APIs when that's faster and cheaper. We'll tell you straight which is which.

FAQ

Do you use public AI APIs?

When they're the right tool, yes — and we'll tell you when they're not. Workflows under a confidentiality or regulatory constraint run on your own hardware, with nothing leaving your network. Everything else we'll happily build on Claude, GPT, or Gemini, because it's usually faster and cheaper. The deciding factor is your data, not our preference.

Can you integrate with our database?

Yes. We build SQL-by-LLM workflows that respect your existing access controls.

What industries do you serve?

Any industry with data it can't afford to leak. Legal, healthcare, and finance are where we have working proof, but the constraint is data sensitivity — not your industry.

How do I know whether we need local or cloud?

That's the first conversation, and it's usually short. If a contract or regulation forbids third-party processing, the answer is on-prem. If your volume is very high, on-prem tends to win on cost. Otherwise cloud APIs are the sensible starting point — and the application code moves later if that changes.

Ready to figure out what your workflow actually needs?

Book a discovery call or try the demo. We'll map one workflow and tell you straight whether it belongs on your hardware or on a cloud API.