Expert work, productized.

Turn expert work into reliable software.

Agentman builds AI systems that apply your team's expertise across documents, business tools, and approvals—with progress your team can follow and decisions they can review.

More capacity for your team. Clear control over the work.
Illustrative harness run
In practice: Medman

Less time on insurance. More time for patients.

Medman brings Agentman to independent medical practices, starting with work such as eligibility verification and inbox triage.

“We cut 50 hours of monthly verification calls down to 7.”

Sachin Gangupantula, Co-founder & VP Practice Operations, Valley Diabetes & Obesity
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50 → 7
Monthly staff-hours spent on eligibility verification calls at Valley Diabetes & Obesity.

Customer-reported result at our founding design partner. Sachin also serves as Agentman's VP, Agentic Healthcare. Results vary by practice.

From request to resolution

The work isn't finished when the answer is written.

A case can involve gathering evidence, checking requirements, waiting on another system, and asking an expert to decide. Agentman brings those steps together so your team can see what is done, what is blocked, and what needs attention.

Illustrative workflow — not a live patient record
Received
In progress
Needs review
Eligibility check
Status
Needs staff review
Evidence
Coverage response attached
Open issue
Coverage detail needs confirmation
Next action
Staff confirms the next step
Resolved

The case keeps its context. Your team handles the decision.

The Agentman Harness

The operating environment around your AI agents.

A harness gives an agent the tools, context, state, and checks it needs to do useful work. Agentman combines that environment with your team's procedures and review standards.

Expertise the team can maintain

Capture procedures, decision rules, and exceptions as versioned skills.

Connections to the work

Connect agents to the documents and business systems a workflow requires.

Progress that carries forward

Keep case context available across steps and sessions, with a path to resume interrupted work.

Checks before changes ship

Evaluate agents against test cases and review results before updating a workflow.

Human review where it matters

Set review points and route exceptions to the people responsible for the outcome.

The same platform supports Medman and domain-specific enterprise workflows.

Explore agentic harnessing

One platform. Two ways to put it to work.

For medical practices

Medman

Put Agentman to work on practice operations. Start with a specific administrative bottleneck and expand as results justify it.

Explore Medman
For complex enterprise workflows

Agentic Harnessing

Work with Agentman to turn a repeatable, expert-led workflow into a domain-specific product—built on the shared platform and evaluated against your team's standards.

Talk about your workflow

Building with your own team? Explore Agent Skills and Agent Builder.

The expertise layer

Make your best work reusable—and improvable.

Your team's procedures, thresholds, and exceptions belong in a shared skill library. Review the cases that need attention, refine the relevant skill, and test the change before putting it to work.

  1. 01

    Capture the judgment

    Document how your experts handle routine work and difficult exceptions.

  2. 02

    Review what happened

    Inspect sessions and outputs to find where a procedure needs to improve.

  3. 03

    Test the next version

    Check the revised skill against representative cases before rollout.

Human-led improvements. Versioned skills. Reusable across authorized workflows.

Explore Agent Skills
Expert control

Set the boundaries. Keep the evidence.

High-stakes work needs clear authority: which information an agent can access, which actions it can take, and which decisions require a person.

Scoped access

Manage access to workspaces, skills, and connected systems.

Reviewable work

Inspect agent activity and the information behind an output.

Human checkpoints

Configure review points and escalation paths for the workflow.

Controlled changes

Track skill versions and review changes before rollout.

Discuss deployment requirements, data handling, and available security documentation with our team.

Review security and governance

FAQ

Questions about Agentman

Agentman turns expert workflows into AI products. Its shared platform brings together agents, domain skills, connected tools, case state, evaluations, and human review.

A harness is the operating environment around an AI agent. It supplies the context, tools, state, and checks the agent needs to work through a task or workflow. It can support one agent or multiple agents.

Medman is Agentman's product for independent medical practices. It applies the platform to practice operations, including work such as eligibility verification and inbox triage.

Yes. Through Agentic Harnessing, we work with domain experts to define the workflow, connect the required systems, establish review points, and evaluate the result against agreed criteria.

Skills capture procedures, decision rules, and exceptions in a form your team can maintain and agents can use. They are the expertise layer within Agentman and are also available through the Agent Skills product.

Access settings, review points, and escalation rules are configured for the workflow. Teams can inspect agent activity and review changes to the skills guiding the work. Talk with us about the controls and deployment options your use case requires.

Start with the work your team needs off its plate.

Explore Medman for medical-practice operations, or talk with us about a repeatable, expert-led workflow in your business.