200 hours of professional work.
Compressed into two.
Agentman builds agentic harnesses — orchestrated systems of AI agents that run your firm's longest, most complex engagements on your codified expertise. Not a chat window. A purpose-built system, with the audit trail to prove every step.
Already running in production: Medman, our harness for medical back offices — live in clinics across the United States.
An agent does a task.
A harness runs the engagement.
Everyone has agents now — single loops that do one short-lived thing. The hard problems aren't single tasks. They're hundreds of coordinated tasks over hours or days, where failures are normal and the work can't start over.
One task, one sitting
A single agent performs a single action: draft an email, review a clause, check one claim. Useful — and where most AI tools stop.
Hundreds of loops, orchestrated
A combination of agents and backend connectors coordinating dozens or hundreds of tasks — running for hours, surviving failures, picking up where they left off.
What it takes to run for hours,
not seconds.
Long-running professional work needs more than a model and a prompt. A harness is a structured environment with four things generic tools don't have.
Orchestration
Coordinates dozens or hundreds of agent loops and backend connectors as one system — not one chat at a time.
Observability
Logging, auditing, and progress tracking. The system knows what every agent did — today and 90 days ago.
Cross-session state
Long tasks fail — that's normal. The harness stores progress and resumes where it left off instead of starting over.
The skills layer
The codified expertise of your practitioners — the playbooks, evaluators, and scorers that tell every agent how to exercise your judgment.
This is AgentSkills →One platform. Your expertise underneath everything.
However the work gets done — a practitioner in chat, a harness running an engagement, a client in an app — it all runs on the same skill library.
One motion, three depths.
Everything Agentman makes is the same move — turning your expertise into something AI can execute. The products differ in who does the codifying, and how much we operate for you.
AgentSkills
Capture your procedures as skills and run them in every AI tool your team already uses — Claude, ChatGPT, Cursor, Claude Code. The expertise layer, sold standalone.
Start building free →Agentic Harnessing
Our engineers sit with your operators, codify your workflows into skills, and build the harness that runs them — orchestration, observability, and state, on your infrastructure.
Talk to us →Medman
A harness we already built: the complete back office for specialty practices — eligibility, claims, inbox triage — running continuously across 2,700+ payers. Buy the outcome.
Explore Medman →Skills are the raw material. A harness is the machine. Medman is the proof.
We don't sell the harness concept on slides. We run one. Medman has been operating medical back offices in live clinics — a regulated industry where every decision needs a paper trail.
What Medman proves about your harness.
Hundreds of eligibility, claims, and inbox loops coordinated continuously — resuming through failures, auditable end to end. The same engine, the same infrastructure, the same skills architecture that Agentic Harnessing builds for legal and private equity.
in 12 weeks
denials
The jobs no chat window can hold.
Legal — the data room, end to end
Not one contract review. Every document in the room, against your fallback positions, with partner-review escalations queued and every finding traceable.
ingest data room → classify 1,400 documentsreview each against firm standards (skills)flag deviations → escalate per your thresholdsassemble findings memo in house stylePrivate equity — diligence to IC memo
From CIM to committee-ready memo: your screens, your normalization rules, your template — run as one orchestrated pipeline that survives a failed step.
analyze CIM against your ICP screens (skills)pull comps · normalize add-backs per your rulesdraft IC memo from your templateroute to deal team for judgment callsStart where the job is.
Start free with a skill
Codify one procedure today and run it in every AI tool your team uses.
Start building freeSee Medman run a back office
The fully built, fully operated version — live in medical practices today.
Schedule free demoFree tier available · No credit card required
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