Evaluate the state an agent leaves behind
A convincing answer is not an outcome check. Build evaluations around durable records, explicit invariants and the uncertainty between them.
Read the field noteEnterprise AI agent testing
Test your agents.
Not your customers.
Test real workflows. Make informed release decisions.
Enterprise software integrated with your business systems. Recreate your workflows, test agent actions and inspect outcomes before production.
An established enterprise partner. A track record of customer success.
WORLD 001
THE SUPPORT DESK
THE SUPPORT DESK
Without real-world consequences.
01 / THE GAP
A good answer can still
do the wrong thing.
Your agent sounds helpful. But did it refund the right order? Respect the policy? Recover when a tool timed out?
Don’t just test what it says. Test what it does.
02 / ENTER THE SANDBOX
Make the unexpected
happen.
One support agent. Three ways the world
doesn’t go according to plan.
Sample run · explore a support workflow
Support desk / world_001Isolated environment
INTRODUCE A CONDITION
THE RULE
Total refunds must not exceed the original payment.
refunded ≤ paidSample data. No live AI calls or money moved.
EXECUTION TRACESample / duplicate refund
- 01CUSTOMERreceived
“I’d like to return order #1042.”
- 02AGENT → TOOLcommitted
refund.create(order_1042, $84) - 03WORLD → AGENTtimeout
Response lost. The refund already happened.
- 04AGENT → TOOLrepeated
refund.create(order_1042, $84)
RULE VIOLATED
One order. Two refunds.
$168 refunded against an $84 payment. A confident reply. An incorrect outcome.
Deterministic outcome check4 events · 1 violated ruleNo production access
The answer sounded right. The state of the world tells a different story.
03 / BENEATH THE SURFACE
THE WORLD IS MORE THAN THE CONVERSATION.
A small world.
The whole picture.
Our team integrates Nuhaverse with your enterprise systems to test what happens beyond the chat transcript.
- Tools that change things
- Orders, balances, tickets. A test environment with state—not a collection of canned replies.
- A world that pushes back
- Missing context. Conflicting requests. Slow APIs. Conditions that force an agent to adapt.
- Outcomes you can inspect
- Explicit rules, tool-by-tool traces and replayable failures. Evidence, not a reassuring score.
BUILT FOR YOUR ENVIRONMENT
Your systems.
A shared delivery plan.
Enterprise testing is an integration discipline. We work with your engineering and operations teams to define the boundaries, model the workflow and agree on what the evidence must show.
Explore enterprise delivery- 01 / DEFINESystem and workflow scope
- Identify interfaces, policy owners, data requirements and the actions that matter.
- 02 / INTEGRATEBoundaries before access
- Agree on test environments, permissions and data handling before connecting systems.
- 03 / REVIEWEvidence for a decision
- Define acceptance criteria, review findings together and document limitations and next steps.
CONFIDENCE, WITH BOUNDARIES
A sandbox.
Not a safety certificate.
Passing a test doesn’t prove an agent is safe. It gives you something better than a guess: a specific result, under specific conditions, that you can inspect.
Start with one workflow.
Understand one failure.
Build from evidence.
Field notes / Engineering
Read the system.
Practical notes on stateful agents, enterprise boundaries and the evidence behind a release.
Explore the journalDesign a sandbox around the integration boundary
Useful isolation is more than a test endpoint. Specify authority, data movement and the production behaviors your environment cannot reproduce.
Read the field noteA timeout is not permission to repeat a write
Reliable retries require an explicit operation identity, an atomic local boundary and a plan for external commits you cannot observe.
Read the field noteBuild a release decision from versioned evidence
A pass rate cannot authorize a deployment on its own. Connect coverage, execution records and unresolved risks to a named human decision.
Read the field noteHow is Nuhaverse deployed?
Nuhaverse is enterprise software, not a self-service SaaS product. Each deployment requires integration with your enterprise systems. Contact our team to discuss your workflows, system interfaces and business rules. We work with you to define the integration scope, data boundaries and delivery plan.
Who is Nuhaverse for?
Enterprise engineering and operations teams deploying agents that take actions through tools and APIs. We tailor the integration to your systems and business rules. The support and refund scenarios on this page illustrate how we test actions against the underlying records, not just the reply.
How is this different from prompt evaluation?
Prompt evaluation often checks a response. Our focus is the entire sequence: what the agent saw, which tools it called, how the environment changed, and whether the resulting state satisfies explicit business rules. Existing evaluation tools can also test workflows; Nuhaverse provides realistic, stateful environments built around your systems and business rules.
How are outcomes checked?
Outcomes are checked against explicit business rules, such as whether a refund exceeded the original payment. The trace shows the actions and resulting state, so you can inspect what passed or failed. The sample runs on this page use local example data, with no live AI calls or production access.
Do you need our production data?
Not for an initial conversation. We want to start with API schemas, agreed policies and synthetic or sanitised examples. Please don’t email credentials, personal customer data or confidential traces. Data handling, system access and integration requirements are agreed before any information is shared.
What experience does Nuhaverse bring?
Our team designs and delivers each integration with you: mapping the workflow and its business rules, modelling the systems it touches, exercising failure cases and reviewing the evidence before a release decision. See the enterprise delivery overview for stages, artifacts and shared responsibilities.
How is an engagement scoped and priced?
Each engagement is scoped around your systems, workflows and integration requirements. Contact us to discuss your environment; we’ll agree on deliverables, responsibilities, timelines and pricing before work begins. This is a tailored enterprise engagement, not a self-service subscription.
LET’S DISCUSS YOUR INTEGRATION
Your systems.
Our expertise.
Start with one workflow and the outcomes that must hold.
Talk to our team about integrating Nuhaverse with your systems.
Opens an email draft to our enterprise integration team.