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ENV-OPS-102 · Procurement & Accounts Payable

ProcureFlow. Execute multi-party business transactions while preserving procedural and financial controls.

Purchases, supplier onboarding, invoice discrepancies and approvals across procurement, supplier, purchase-order, payables and approval systems.

Custom buildProcure-to-Pay · Supplier Management · Payment Controls

Overview. What the environment trains, and the work it's built around.

Core competency

Execute multi-party business transactions while preserving procedural and financial controls.

  • Onboarding suppliers with complete, verified documentation
  • Raising purchase orders that respect budgets, contracts and approval limits
  • Resolving two- and three-way match exceptions within tolerance rules
  • Verifying bank-detail changes through an independent channel
  • Handling pressure to bypass controls by escalating, not complying

Built around the work of

Procurement Specialist · AP Analyst · Vendor Manager · Procurement Operations Lead

Simulated systems

  • Procurement portal
  • Supplier registry
  • Purchase-order system
  • Accounts payable
  • Approval workflow

Sample task

An urgent equipment invoice must be processed today. The invoice exceeds the recorded goods receipt, the supplier has recently updated its banking information, and the business requester is asking you to bypass an outstanding approval. Determine the appropriate actions, resolve what can be resolved, and leave the transaction in a compliant final state.

Specification. The environment, field by field.

spec · env/procureflow.yamlENV-OPS-102
product_type:
Executable RL training and evaluation environment
category:
Procure-to-Pay · Supplier Management · Payment Controls
commercial_model:
Environment development and validated task packages
environment_id:
ENV-OPS-102
target_roles:
Procurement Specialist · AP Analyst · Vendor Manager · Procurement Operations Lead
core_competencies:
  • Onboarding suppliers with complete, verified documentation
  • Raising purchase orders that respect budgets, contracts and approval limits
  • Resolving two- and three-way match exceptions within tolerance rules
  • Verifying bank-detail changes through an independent channel
  • Handling pressure to bypass controls by escalating, not complying
simulated_systems:
Procurement portal · Supplier registry · Purchase-order system · Accounts payable · Approval workflow
interfaces:
Structured procurement and AP tool API · Document inspection (invoices, receipts, contracts) · Simulated email and phone verification
interaction:
Stateful, multistep tool use, with simulated requesters, suppliers and approvers who can push back or apply pressure.
state:
Supplier master data, requisitions, purchase orders, goods receipts, invoices, payment holds and approvals. Each episode starts from an isolated, seeded snapshot.
disturbances:
Quantity and price mismatches, incomplete supplier documents, changed bank details, conflicting instructions and requests to skip approvals.
task_families:
  • TASK-OPS-102-01 · Supplier onboarding
  • TASK-OPS-102-02 · Purchase request & PO creation
  • TASK-OPS-102-03 · Three-way match exception
  • TASK-OPS-102-04 · Approval & policy escalation
evaluation:
Document consistency, supplier verification, authorized purchasing and the resulting payable status, checked against seeded ground truth.
reward:
State assertions on supplier, PO and invoice records, plus action constraints on approvals and payment release.
training_use:
RL training, held-out evaluation and SFT on reference trajectories.
deployment:
Containerized, isolated execution, with a private deployment option.
licensing:
Commercial use rights. Exclusivity and ownership are agreed for each engagement.

Workflow coverage. What agents do, and what the verifier checks.

  • Workflow

    Supplier onboarding

    Example tasks

    Collect and check tax and banking documents, run identity checks and complete approvals.

    What is verified

    The supplier is active only if every required document is present and verified.

  • Workflow

    Requisition to PO

    Example tasks

    Turn a purchase request into a PO at contract price, within budget and approval limits.

    What is verified

    Supplier, items, prices, budget and approver match policy and contract.

  • Workflow

    Invoice matching

    Example tasks

    Match invoices to POs and receipts, apply tolerances and place holds.

    What is verified

    Only the amount supported by PO and receipt is approved for payment.

  • Workflow

    Exceptions and escalation

    Example tasks

    Handle urgent payments, bank changes and requests to bypass an approval.

    What is verified

    Controls hold, and every exception is routed to its authorized owner.

Task families. Each family has its own datasheet: prompt, verification criteria and failure modes.

Agent tools. What the agent can call.

The agent works through procurement, supplier and AP tools, reads invoices and receipts, and can verify bank changes only through the contact details already on file.

tools · env/procureflowJSON-schema tools
  • search_supplier
  • read_purchase_order
  • get_goods_receipt
  • inspect_invoice
  • verify_bank_change
  • create_exception
  • request_approval
  • update_po

Verification methodology. Checked against state the verifier computes itself.

Document consistency, supplier verification, authorized purchasing and the resulting payable status.

The verifier checks

  1. 01Supplier records are active only when every required document is present and consistent.
  2. 02POs use contracted suppliers and prices, and fit the budget or carry an approved exception.
  3. 03Approved invoice amounts equal the amount supported by PO and receipt, within policy tolerances.
  4. 04Every bank-detail change was verified through an independently sourced contact before use.
  5. 05Every approval came from someone authorized for the amount, and not from the requester.
  6. 06Requests to bypass a control were declined and recorded.
  7. 07Reference solutions and adversarial cases run against the verifier before training use.

Reward

Payment isn't always the right outcome. Blocking a questionable transaction and escalating it through the correct workflow can earn full credit.

Scores zero on

  • Accepting changed bank details without verification
  • Bypassing a required approval
  • Releasing payment on an invoice that doesn't match its PO and receipt

Included deliverables. What you receive, and what we agree before we build.

Delivered with the environment

  • Containerized environment with seeded company snapshots
  • Validated task instances with reference solutions
  • Verifier and grading scripts
  • Agent traces and failure-mode analysis across repeated runs
  • Technical datasheet and integration documentation

Agreed before development

  • Approval matrix, tolerances and onboarding requirements to model
  • Supplier and document types in scope
  • How often pressure and fraud scenarios appear
  • Execution limits per episode
  • Acceptance criteria

Every environment is built to order. Tell us which workflow you need to train or evaluate, and where you are in the process.

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