Evaluate an existing agent
Bring the agent, its assigned work and the decisions you need evidence for. Agree runtime access, representative cases and checks without requiring a team preparation programme.
Scope an agent evaluationWork Transformation · Business Environments
Are your AI agents ready to do the work you’re giving them?
Your agents might prepare invoices, onboard suppliers or test a website. We bring up the whole environment that work needs: the people and agents in the workflow, the systems they use and the data that flows between them. Your engineers change one station at a time and watch the flow move. Run the work, check the results and see where people need to decide or take over before your next deployment decision.
Custom business environments, built around your enterprise’s requirements. Agree the workflow, systems and checks with your business and IT owners before we build.
Selected workflow: Research candidate lists and prepare recruiter submissions
Illustrative retail business environment
One environment. Connected work.
- Supplier records
- Document checks
- Product catalog
- Approval queue
Supplier onboarding
Check documents, resolve exceptions and request approval.
Catalog selection
Use approved supplier records to review eligible products.
Shared supplier and product records
Bring the work and the agent you want to test.
An existing agent can enter directly for evaluation. If your team is changing how it works, connect the same enterprise context to a simulation for its people and agents.
Use the AI tools your enterprise already has.
Start with the work you want to change, whether your team uses Copilot, Claude, another approved platform or its own agents. Nuvepro shapes simulations, the business environment and checks around that work. Confirm the tool connections, licences and any development needed for your project.
Change how the team does the work
Define the workflow, what your people will build or configure, what agents will do and how the results will be reviewed. Shape a bespoke project around those responsibilities.
Explore people and agents at workA correct answer can still lead to the wrong business outcome.
An agent might complete a form while creating a duplicate supplier, bypassing an approval or passing incomplete records to the next team. To test the work, represent the decisions, dependencies and consequences around it.
Start with the work. Make the change testable.
Start with how the enterprise actually operates, then make the workflows involved executable and observable, from trigger to outcome.
- 01
Capture how the work happens
Compare what people describe with operational records, policies and system behavior. Your workflow owner and domain experts review the decisions, exceptions and responsibilities.
- 02
Configure the environment
Agree the applications or representations, consistent data, access and shared state. Reuse suitable existing test systems and CloudLabs infrastructure.
- 03
Run connected use cases
People and agents perform the agreed work. Simulations vary the conditions while capturing actions, outputs and handoffs.
- 04
Evaluate and review
Use independent checks and qualified review to assess correctness. Record limitations, reset the agreed state and replay affected cases after changes.
Inside the business environment
People and agents work with the same business records, rules and decision boundaries.
Bring the agreed systems, data, rules, roles and shared state together around connected use cases.
Business EnvironmentsSimulations
What happens under different conditions?
Run simulations within the business environment, including exceptions, dependencies and human decisions.
Evals
Was the work performed correctly?
Evaluate execution within the environment using independent checks, qualified review and recorded limitations.
Illustrative connected use cases, not a recorded result
Supplier onboarding changes what catalog selection can do.
A retail team onboards a supplier, then selects products from that supplier for its catalog. Both activities depend on the same records. An incomplete approval in the first activity must remain visible to the next.
- 1
Codify the current work
Make rules and authority explicit
Define required documents, duplicate checks and who can approve a supplier. Agree which product decisions depend on that approval.
- 2
Build the environment
Connect records across use cases
Configure the agreed tools and supplier and product data. Represent pending, approved and rejected states consistently.
- 3
Run a simulation
Introduce an incomplete submission
The agent checks the documents and flags the missing item. A person resolves the exception before the supplier becomes eligible for catalog selection.
- 4
Evaluate the execution
Check the state and the handoff
Inspect document findings, approval authority and record changes. Verify that catalog selection respects the supplier’s actual status.
Two questions the evidence must answer.
An environment must represent the agreed work faithfully. Execution within it must also be checked against criteria that the agent does not set for itself.
Does this reflect how the business works?
Domain experts review the relevant systems, records, rules, exceptions and authority. Compare with approved reference systems and examples where available, and record what the environment leaves out.
Was the work performed correctly?
Independent checks inspect outputs, state changes and permitted actions. Qualified reviewers assess decisions that require judgment. Keep failures and unresolved questions alongside successful runs.
Engagement scope
Start with connected work your team can verify.
Choose a bounded business area and the decisions you need evidence for. Define one custom environment, its use cases and acceptance criteria before expanding the scope. Agree working languages, local rules, data requirements and delivery time zones as part of the proposal; confirm what is supported before committing.
Your team brings
A workflow owner, domain experts, approved reference material and sample data. Identify relevant systems, agent runtimes and decisions that require human authority.
Configure together
The environment specification, connected use cases, simulations and evaluation methods. Agree existing assets to reuse, supported integrations and development work.
Review the evidence
The represented business rules, recorded execution, output artifacts, state changes and check results. Your owner decides what the evidence supports and what needs another trial.
Which piece of enterprise work do you want to improve?
Bring the workflow and the change you want to make. Agree the enterprise conditions, agent contribution and evidence your business and technical owners need before the next step.
Discuss your business environment