Agents that do the reading.You keep the judgment.
They read the four hundred documents, find the eighteen that matter, and write it up. On your hardware, with your own people signing at the end.
One runtime.
One job description each.
Same serving stack, same escalation queues, same audit record. What changes is the brief, and a brief can name any work the role covers.
Contract Associate
A contract paralegal for your legal team: the prior agreements, the redline, the ranked issues memo, and the rest of the contract queue.
Read the briefDiligence Analyst
A diligence analyst for the deal team: the room indexed and re-read, the issues list with citations, and the reviews that fill the gaps between deals.
Read the briefFinancial Crime Analyst
A financial crime analyst for the first line: the case built around the alert, the narrative, the recommendation, and the KYC work between queues.
Read the briefThe next agent
The runtime already exists. A fourth agent is a brief, a set of reading rights, and a run against a matter you have already closed.
Describe the jobA script needs a form.
This work arrives as a pile.
A workflow tool automates a decided process. Here the next step depends on what the last one found, and a senior has to be able to check it.
What these jobs cost while they stay manual:
Of annual revenue
What poor contract management costs the average organisation, per World Commerce & Contracting. Best performers hold it near 3%.
Documents in a data room
A mid-market acquisition generates five to twelve thousand of them, with three weeks to read. Reading hours, not adviser rates, are the cost.
Of AML alerts are noise
The benchmark false positive rate for rule-based monitoring, at 20 to 40 minutes of analyst time each.
You review the work,
not the machinery.
An agent doing junior work is supervised like a junior: a written brief, a checkable work product, and a record of what it did.
A written brief
The job, the sources it may rely on, and the calls it never makes alone. The first artifact we produce, and the one your examiner reads.
Every line cited
No claim without a source: document, section, and date. A reviewer checks citations instead of re-reading the file.
It escalates instead of guessing
Outside the brief, or under the threshold, the item goes to a person with the reason attached. Confident invention is the failure mode we design against.
A replayable record
The documents it opened, the passages it used, the model version, and the rule that fired. Any conclusion replays months later.
Hired in two weeks.
Trusted in a quarter.
The runtime is already built, so this is not a build. It is a brief, a set of reading rights, and a supervised run.
- 01
The brief
We write down the job, the sources it may rely on, and the calls it never makes alone. You sign it before the agent connects to anything.
- 02
Reading rights
Read-only access to the corpus it needs: the contract archive, the data room copy, the case system. Nothing is written back during onboarding.
- 03
Supervised run
It works a matter your team has already closed. You compare its output against what your people produced, line by line, and the brief is tuned on the disagreements.
- 04
Live matters
It starts real work behind the thresholds you set, and they widen as the numbers hold. A named engineer stays on call for 90 days.
The questions that come up
before an agent is hired.
Pricing, how this differs from the legal and compliance AI being pitched to you, what happens to your juniors, and who is liable for what it writes.
Flat annual license per agent, sized by volume and by how many systems it reads. No per-action meter. Quotes are written after the scoping call and hold for 90 days.
Any system you point it at: the API, the database, or the screens your team uses when there is no API. Any model you host, ours or open-weight, chosen per task. Research runs against sources you license, mirrored inside your network.
It runs inside your network on models you host, so nothing leaves, and it applies your playbook rather than a vendor's idea of market. If your work can safely go to a hosted tool, buy the hosted tool.
Your people keep the judgment, the client contact, and the signature. The agent takes the reading that fills their week, so the same team clears more matters instead of more evenings. Every output arrives as a draft under a named reviewer.
It shows up as a citation that does not support the claim, which is why every line carries one. The supervised run measures that rate before anything touches live work, and your thresholds come from it.
You are, exactly as with a first-year's memo. The agent drafts and recommends; it does not sign, file, or send. The audit record gives the reasoning dates and sources.
“Give us a matter you have already closed. The agent works it cold, and you compare its issues list against what your team actually filed. That comparison is the whole sales process.”
Sebastian Mondragon, Founder of Particula Tech