Agentic Harnesses

Scale expert work. Keep expert control.

Turn document-heavy, multi-step workflows into AI systems built around your team's standards. Agentman connects the tools, carries context across the work, and brings decisions back to the experts responsible for them.

See how it works
More work prepared. Clearer evidence. Expert judgment where it matters.
Illustrative harness run
The platform in practice

Built on the platform behind Medman.

Medman applies Agentman to independent medical-practice operations, including eligibility verification and inbox triage. At Valley Diabetes & Obesity, the practice reports a reduction in monthly eligibility verification calls from 50 staff-hours to 7.

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

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

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

From expertise to execution

A working system built around your standards.

A harness is the operating environment around an AI agent: its tools, context, state, and checks. We configure that environment around the work your team needs delivered, including the exceptions and decisions that require an expert.

  1. Your procedures, made executable

    Versioned skills capture the requirements, decision rules, and exceptions your experts use.

  2. Connections to the actual work

    Integrations bring the agreed documents and business systems into the workflow.

  3. Context that carries forward

    Case state tracks completed steps, outstanding questions, and the information needed to continue after an interruption.

  4. A definition of acceptable output

    Representative test cases and acceptance criteria make quality something your team can assess.

  5. Review and operating controls

    Review points, escalation paths, and activity records help your team supervise the work.

We scope the deliverables, integrations, and operating responsibilities with your team before implementation.

Illustrative workflows

Start where expert judgment meets repeated work.

The strongest fit is work that repeats, crosses multiple sources or systems, and has a result your experts can evaluate. Medman’s workflows run a few steps each. The work below can run for hours at a time and draw on hundreds of skills, each carrying one piece of your team’s procedure.

Legal document review

Apply a firm's review standards across a full set of agreements rather than one document at a time. The workflow extracts defined terms, follows cross-references between documents, checks each provision against the firm's playbook, and records where the documents disagree with each other or with the standard. It keeps its place through a run that lasts hours, so a stalled source or an interrupted session resumes instead of restarting.

Deliverable
Review brief with every finding tied to the clause it came from, plus open issues.
Expert decision
Interpret exceptions, settle conflicts between documents, and approve the final work.

Financial diligence

Organize source material from several systems, reconcile figures against agreed definitions, and prepare a diligence memo with assumptions and unresolved questions visible. Where two sources disagree, the memo shows both figures and the reconciliation attempted rather than a silent choice. Figures are traced to the document and line they came from, so a reviewer can check a number without reopening the source set.

Deliverable
Diligence memo with documented calculations and assumptions.
Expert decision
Validate assumptions and make the investment judgment.

Clinical case preparation

Assemble a patient's case for a specialist review committee from records held across referring providers, labs, imaging, and the program's own systems. The workflow checks what the protocol requires, flags or requests what is missing, applies the program's criteria step by step, and prepares the committee packet with every item traced to its source record. One case can take a run of several hours and draw on hundreds of skills, each carrying one piece of the program's own procedure.

Deliverable
Committee-ready case packet with sources, gaps, and flagged concerns.
Expert decision
Weigh the clinical picture and decide on acceptance, further workup, or referral.

Illustrative examples. Workflow scope, integrations, and acceptance criteria are agreed for each engagement.

Read how this applies in your field.

LegalPrivate equityHealthcare (Medman)
Built on Agentman

A shared platform, configured around your work.

Your workflow brings the domain requirements. Agentman supplies the shared foundation for skills, agent execution, integrations, evaluation, and human oversight—the same foundation used in Medman.

Expertise your team can maintain

Procedures and exceptions live in versioned skills that can be reviewed and refined.

Models selected for the job

We evaluate supported model options against your workflow's quality, cost, and data-handling requirements.

Improvements your team can evaluate

Review difficult cases, update the relevant skill or workflow, and test the change before rollout.

Model progress expands what can be attempted. Your acceptance criteria determine what is ready to use.

Explore Agent Skills
How we work together

Start with one workflow. Prove the value. Expand.

  1. Step 1

    Define the outcome

    Choose the deliverable, map the current process, and establish the quality standard, review responsibilities, and baseline effort.

  2. Step 2

    Build and evaluate

    Configure the workflow on Agentman, connect the agreed systems, and test representative cases with your experts.

  3. Step 3

    Operate and refine

    Introduce the workflow with agreed oversight. Review results, improve the relevant procedures, and expand when the evidence supports it.

Measure the work your team accepts.

Evaluate success through accepted outputs, expert review time, end-to-end turnaround, and cost per accepted case. Keep quality and human effort visible alongside automation.

Scope, deployment, support, and commercial terms are agreed for each engagement.

Expert control

Define the authority before the automation.

We work with your team to specify which information an agent may access, which actions it may take, and which decisions must return to a person.

Information access

Scope the sources, workspaces, and connected systems available to the workflow.

Actions and approvals

Identify the steps agents may perform and the decisions that require review.

Evidence and activity

Make supporting information and activity records available for review.

Changes over time

Review revised procedures and evaluate them before rollout.

Bring your security and operations teams into the scoping conversation. Deployment and data-handling requirements are part of the design.

Review security and governance

FAQ

Questions about an enterprise engagement

A harness is the operating environment around one or more AI agents. It supplies tools, context, state, and checks so the agents can work through a task or workflow. Agentman configures that environment around your team's procedures and review requirements.

Frameworks can provide capable runtime components. A deployed workflow also needs domain procedures, connected systems, test cases, exception handling, and operating ownership. Agentman brings a shared platform and works with your experts to assemble and evaluate that complete workflow.

A repeatable workflow, access to the people who understand it, representative examples you are authorized to share, and a clear definition of an acceptable result. We identify the required systems and information during scoping.

A scoped implementation on the Agentman platform. The agreement defines the workflow, integrations, evaluation criteria, deployment, platform access, and ongoing operating responsibilities.

The agreement distinguishes your data and customer-specific materials from Agentman's underlying platform and reusable components. Ownership, licenses, and any productization rights are agreed explicitly for the engagement.

We scope supported models and deployment options against your quality, cost, security, and data-handling requirements. Availability depends on the workflow and the deployment configuration.

We agree on acceptance criteria, evaluate representative cases with your experts, and assess outputs alongside review effort, turnaround, and operating cost. Expansion follows the results of that evaluation.

Medman applies the Agentman platform to independent medical-practice operations. Its attributed result is shown above. Each enterprise workflow is separately scoped and evaluated before production use.

Which expert workflow should scale next?

Tell us what needs to be delivered, how often the work repeats, which systems it touches, and how your experts judge a good result.

Start with one workflow and a clear definition of success.