Business environments
A working version of the workflows that run your business.
A business environment is a running copy of one workflow, with its people, systems and data. An engineer works on one station at a time, such as a person’s step, a system or a data hand-off, makes a change and watches how the whole flow moves. Run today’s flow and a redesigned one on the same cases, then check the results independently. Your own test systems are reused; the rest is configured around your requirements.
Selected workflow: Agentic workflow design
Discuss a business environmentThe setting for connected enterprise work
Illustrative retail environment specification
- Systems
- Supplier records, document checks and catalog
- Shared data
- Consistent supplier and product records
- Rules
- Eligibility, exceptions and approval authority
- Participants
- People and agents with agreed permissions
- Use cases
- Onboarding followed by catalog selection
Worked example · illustrative
What we bring up for retail supplier onboarding
One workflow, brought up so that people and agents can work in it. In a real engagement your own systems, roles and rules replace these.
- 01Supplier portalSupplierApplication and documents
- 02Document checkProcurement analystFindings and gaps
- 03Export-control screeningAgent drafts, compliance officer decidesScreening resultThe engineer changes this station
- 04Compliance approvalCompliance officerApproval record
- 05Contract and bank set-upFinance clerkTerms and bank details
- 06Product catalogueCategory manager14 products, if approved
People in the workflow
Each role is played by a person or an agent.
- Supplier
- Submits the application and the documents.
- Procurement analyst
- Checks the documents and chases the gaps.
- Compliance officer
- Decides export-control cases and approves the supplier.
- Category manager
- Selects products from approved suppliers.
- Finance clerk
- Sets up the contract and bank details.
Systems they work in
Your own test instances are reused where you have them.
- Supplier portal
- Intake form and document upload.
- Vendor master
- The supplier record that every other system reads.
- Export-control screening
- Restricted-party and country lists, with a synthetic list in the environment.
- Contract and bank set-up
- Terms, payment details and the checks on them.
- Product catalogue
- Lists products only for approved suppliers.
Data that flows through
- Application SUP-2041
- Company details, product categories and countries of origin.
- Documents
- Trade licence, bank letter and safety certificate.
- Screening result
- Clear, partial match or hold.
- Approval record
- Who approved, when and under which rule.
- Product list
- 14 products, listable only once the supplier is approved.
Situations seeded in
- Late document
- The safety certificate arrives after screening has started.
- Partial name match
- The supplier name partly matches a restricted entity.
- Duplicate supplier
- A near-identical record already exists with a different bank account.
- Category change
- A product category changes after screening has started.
What an engineer does with it
A forward-deployed engineer works on one station at a time: a person’s step, a system or a data hand-off.
- Change one station
- Start export-control screening when the documents are 80% complete instead of 100%.
- Run
- The same 200 simulated applications through both versions.
- See
- Elapsed time per application goes from 180 to 118 simulated days. Nine applications are re-screened after a late category change, at 14 days each. The trace shows where each application waited.
- Change another
- Swap the document-check agent for a different one, rerun, and check that no restricted-entity case was cleared by the agent.
Illustrative design with invented data. Simulated results, not a recorded or customer result. Scope, systems and checks are agreed with your owners.
Codify the work before testing how it changes.
A process diagram is a starting point. An executable environment also needs consistent records, observable state changes, authority boundaries and meaningful exceptions. Your experts determine which details affect the decisions being tested.
01
Represent the agreed business context
Specify the relevant entities, systems, policies and dependencies with your domain owners. Reuse approved staging systems where suitable. Decide whether the project needs synthetic examples, masked records or approved test data, and which differences could affect the checks. Document what the environment represents and what it leaves out.
02
Connect use cases through shared state
Define how one activity changes the records and conditions used by the next. Include permissions and human approvals so a completed task cannot silently bypass a business dependency.
03
Demonstrate execution and repeatability
Use the established CloudLabs API integration where supported. Scope agent adapters, action capture, artifacts and data handling. Demonstrate launch, connected execution, reset, replay and cleanup for the selected configuration.
Illustrative connected use cases, not a recorded result
One supplier record across two activities
A supplier submits onboarding documents. The agent identifies a missing document and routes the exception to a person. Until the required approval is recorded, catalog selection must treat the supplier as ineligible. Both use cases read the same supplier state and connected product records.
A request we have heard
A retail or CPG business landscape
A learning leader at a large IT services company asked for a business environment, not another set of technology labs: a retailer or consumer-goods company with the workflows that run it, and business transactions that cross from the warehouse to the shop floor. People and agents would use it to simulate today's process, redesign it and see how humans and AI work together. The work would start with one sub-sector and extend from there. Systems, licences and scope are agreed with the customer before anything is built.
Illustrative: our own month-end invoicing
From platform usage to a final invoice
Every month, usage data is pulled and compared with the statement of work and pricing. Test and internal usage is removed, a draft invoice goes to the customer for approval, and a final invoice follows. Some steps are mechanical and some need a person, such as an unknown test ID, usage outside the agreed scope or a disputed line. In the environment, the current flow and a redesigned one run on the same cases. Independent checks confirm that totals recompute, no test or internal usage is billed and the final invoice matches what the customer approved.
The template
The same template, two environments.
Every business environment is specified with the same points. Here they are filled in for the two examples above, so you can see what we agree with you before building.
Month-end invoicing
Retail or CPG landscape
Workflows
Month-end invoicingGet usage data, check it against the statement of work and pricing, remove test and internal usage, draft for customer approval, final invoice
Retail or CPG landscapeOrder, stock check, replenishment, supplier confirmation, store update
Shared records
Month-end invoicingCustomer, statement of work, rate card, usage, draft and final invoice
Retail or CPG landscapeOrder, stock, supplier, product, promise date
Steps people do
Month-end invoicingCustomer approval, disputes, unknown test IDs
Retail or CPG landscapeStore exceptions, supplier negotiation
Steps an agent can do
Month-end invoicingUsage pull, test and internal clean-up, rate checks, drafting, final invoice after approval
Retail or CPG landscapeStock check, replenishment request
Exceptions to include
Month-end invoicingA new test ID, usage outside the agreed scope, a disputed line, a duplicate invoice
Retail or CPG landscapeA stock shortfall, a late supplier confirmation, a wrong item
Independent checks
Month-end invoicingTotals recompute, no test or internal usage is billed, the final invoice matches the approved draft
Retail or CPG landscapeStock reconciles, and what the store promised matches what happened
Left out
Month-end invoicingBilling only. Tax, currency and revenue recognition unless agreed
Retail or CPG landscapeOne sub-sector to start. Other systems agreed with you
Illustrative designs, not delivered products. The retail column is an example of how the template would be filled in, not a specification from any customer. Scope, systems and checks are agreed with your owners.
Evidence to review
Proposed engagement outputs
- Reviewed business scope, rules and known omissions
- System, data, role and permission specification
- Connected use cases with shared state and decision boundaries
- Agreed execution, reset and replay checks
Questions to scope together
- Which business decisions must the environment represent faithfully?
- Which existing test systems and approved data can your team reuse?
- What state passes between use cases, and who may change it?
- Which runtime, access, reset and replay behaviors must be demonstrated?
Engagement scope
Your domain owner approves the represented work and its limits. Platform and security owners approve systems, access and data flows. Nuvepro helps configure the environment and scope development. Your accountable owner retains production deployment and operating decisions unless separately agreed.
Configured per engagement
CloudLabs API integration is established. Business representations, connected execution, independent checks and runtime compatibility are agreed and demonstrated for each scope. The OpenAI Agents API executor adapter is planned work.
Before you start
Is a business environment the same as a sandbox?
A sandbox supplies execution infrastructure. The business environment also represents the records, rules, roles and connected work that give actions business meaning. Simulations and evals run within that agreed setting.
Do we need to recreate every enterprise system?
No. Select the systems and behavior needed for the decisions under review. Suitable existing staging systems can be reused; other parts may use approved representations. Document differences and validate them against reference behavior where available.
Can we connect our existing agent?
Bring the runtime, connection method and tool requirements. Confirm the supported configuration and any adapter work before execution. Review compute location and model-provider processing as separate data-flow decisions.
Connect the next part of the workflow
Simulations
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.
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 a business environment