One platform for turning expert work into products. Medman is the first.
Agentman builds AI agents that do repeatable, high-stakes work the way a team's best person would, with every step visible and every decision left to a human. Medman is live in independent medical practices and growing. The same harness runs debt-restructuring work and life-critical workflows, and every next product is built on it.
Less time on insurance. More time for patients.
Customer-reported result at our founding design partner. Sachin also serves as Agentman's VP, Agentic Healthcare. Results vary by practice.
Medman is the wedge: independent practices, where eligibility checks, inbox triage and prior authorizations consume staff hours across systems that don't talk to each other. One result, from our founding design partner:
Explore Medman“We cut 50 hours of monthly verification calls down to 7.”
One platform. Two ways it reaches customers.

Medman
Sold to independent medical practices one job at a time: start with eligibility checks, add inbox triage and prior-auth drafts as each one earns its keep.
Explore Medman
Agentic Harnesses
Selected, customer-funded enterprise workflows built on the same harness. Each adds skills, integrations and evaluations the platform keeps.
Talk about your workflowBuilding with your own team? Explore Agent Skills and Agent Builder.
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.
- 1Fax receivedPharmacy says the drug needs prior auth
- 2Case builtDiagnosis, prior therapies and labs from the chart
- 3Draft savedIn CoverMyMeds or Availity, every answer linked to the chart
- 4Staff submitsFrom the practice's own account
The case keeps its context. Your team handles the decision.
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, built and shared on the Agentman skills platform and library.
Skills library →Connections to the work
Native support for 600+ MCP connectors to SaaS apps, plus the documents and business systems a workflow requires.
MCP connectors →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 harnessesMake 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.
- 01
Capture the judgment
Document how your experts handle routine work and difficult exceptions.
- 02
Review what happened
Inspect sessions and outputs to find where a procedure needs to improve.
- 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 SkillsSet 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 governanceQuestions 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 Harnesses, 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.