AI agent use case

Procurement exception handling

Evaluate policy, vendor, budget, contract, and approval context before routing an exception.

Procurement exceptions rarely depend on one rule. The correct path can change with category, amount, budget, vendor status, contractual coverage, business urgency, risk classification, and delegated authority.

From a valid trigger to accepted work.

Capability: Understand, decide, coordinate, and govern. Trigger: A purchase request fails an agreed policy, budget, vendor, contract, or approval condition. Control boundary: Threshold and policy-based approval.

  1. 01

    Classify the request

    Confirm purpose, category, amount, requester, cost owner, required date, vendor, and the failed policy condition.

  2. 02

    Assemble decision context

    Retrieve budget, vendor, sourcing, contract, risk, approval, and prior exception records from authoritative systems.

  3. 03

    Apply the permitted path

    Determine whether policy allows correction, additional evidence, an approved alternative, or a governed exception.

  4. 04

    Coordinate owners and actions

    Request missing information, update permitted fields, and route material decisions to the correct authority.

  5. 05

    Return the decision trail

    Record the facts, rule, action, approval, conditions, and final state in the procurement record.

The agent needs more than a prompt.

Context is matched to the task and decision, with source authority, recency, identity, and workflow purpose visible.

  1. 01

    Purchase purpose, category, amount, and required date

  2. 02

    Budget ownership and current availability

  3. 03

    Vendor status, risk, and sourcing history

  4. 04

    Contract coverage and commercial terms

  5. 05

    Procurement policy, thresholds, and delegated authority

Autonomy expands inside proven boundaries.

Each boundary describes where policy can continue the work and where accountable authority must remain visible.

01

Policy context is request-specific

Category, amount, entity, urgency, vendor, and risk determine the available path.

02

Alternatives stay within policy

The workflow cannot manufacture urgency or bypass sourcing, risk, budget, or contract requirements.

03

Exceptions retain accountable approval

Material deviations remain visible with the decision-maker, reason, conditions, and supporting evidence.

Measure whether the work was accepted.

Targets are established against the customer's baseline. These are measurement categories, not performance claims.

  1. 01

    Time from exception to accepted disposition

  2. 02

    Requests resolved through standard policy paths

  3. 03

    Escalations complete with required evidence

  4. 04

    Exceptions reopened after approval

Finance & procurement

Invoice exception resolution

Reconcile records, apply policy, update financial systems, and escalate exceptions that need judgment.

Risk & compliance

Vendor assessment

Gather third-party evidence, identify gaps, and coordinate security, legal, risk, and business review.

Enterprise operations

Operational reporting preparation

Assemble governed source data, explain changes, and prepare recurring management reporting.

This use case includes an illustrative workflow blueprint. It is not a customer case study or performance claim.

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