Practitioner explaining a case using paper records and a workflow at her desk.

For AI vendors, implementers and internal teams

Real workflow data.

Use real cases to build and test your agent.

Bring case records, expert reasoning and approved rules into development. Connect through MCP or the command line. Draft AI tests, called evals, with our Claude and Codex skills.

Explain what changed
the decision.

From knowledge to requirements

Define the checks.
Name the next action.

Ask how experts handle gaps and exceptions. Link their reasons to the records and approved rules.

Give developers the checks, allowed actions and person to contact when the agent must stop.

See the interview method

From real work to tested automation

Prepare the workflow.
Then test the agent.

  1. 01

    Reconstruct the workflow

    Collect the agreed records, documents, messages and activity logs. Check which case each event belongs to. Map the routine steps and exceptions. Measure case volume, time spent and completion quality; label any estimates.

  2. 02

    Capture expert judgment

    Review cases with the people who handled them. Ask what they checked, why they chose an action and what would have changed their decision.

  3. 03

    Resolve the rule

    Have the person responsible for the process check the explanation against policy. Ask them to approve when the agent may act and when a person must decide.

  4. 04

    Choose the step and method

    Choose recurring work with a clear benefit. Decide whether each step needs a fixed rule, a system connection, AI help or a person. Specify allowed actions, required approvals and what to do when the step fails.

  5. 05

    Access the data

    Connect your AI assistant through MCP, or read the data using FieldSignal’s command-line interface (CLI).

  6. 06

    Draft the tests

    Use a FieldSignal skill in Claude or Codex to draft tests. Check the inputs and expected actions. Resolve open decisions and exclude information that became available only after the action.

  7. 07

    Test the change

    Adapt the cases to your test tools. Check routine cases, exceptions and steps where a person must take over. Repeat the tests after changing prompts, models, tools or policy. Use each failure to find the rule or implementation to fix.

  8. 08

    Pilot and measure

    Run a small pilot. Compare quality, staff time and running costs with the workflow before automation. Count review, corrections and requests for help. Expand only after the results meet your agreed requirements.

Your development environment

Use your own tools.

Use the tools your team chooses.

You choose the agent framework, test runner and release process. We agree the source connections, data formats and integration work for your deployment.

Review the tests and name the owners.

Have the process owner approve the rules and developers check the results. Assign someone to review exceptions and measure the change.

Developer docs are coming soon.

Contact us for current access and setup instructions. Check the current documentation before choosing commands, connections or test tools.

Docs — coming soon

Start with one workflow

Start with one deployment.

Bring a workflow, its records and someone who can demonstrate it. Agree the instructions and tests your developers need.

Agree the scope, responsibilities and price before starting.