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Travel & shoppingReconcile and flagFreelancer

Travel receipt expense pack

Match receipts to bookings and card charges, flag gaps, and prepare a review-ready expense pack.

What this workflow does

Match receipts to bookings and card charges, flag gaps, and prepare a review-ready expense pack. It uses deterministic matching where possible, isolates unresolved differences, and leaves every material classification to an accountable reviewer.

What you gain

Expenses are ready sooner with fewer missing receipts.

What the AI agent changes

How this worked before

Exact matching worked for identical records; ambiguous names, missing fields, and inconsistent documents still created a manual queue.

What the AI agent changes

The agent combines deterministic checks with document understanding, explains uncertain matches, and sends only real exceptions for review.

Agent trigger

A trip ends or a new travel receipt arrives.

Inputs

  • Process context: receipts, itinerary, card charges, expense policy, and project code
  • Approved policies, ownership, and exception rules

Agent flow

  1. 1

    Normalize records and validate period, currency, and ownership.

  2. 2

    Apply deterministic matching rules before model-assisted classification.

  3. 3

    Prepare a result covering matched expenses, missing evidence, and policy exceptions and isolate every unresolved difference.

  4. 4

    Post only approved matches and retain the reconciliation evidence.

Human decisions

After step 3

The accountable process owner approves matched expenses, missing evidence, and policy exceptions.

Outcome

  • Approved travel expense package
  • Evidence, exceptions, and audit trail

Guardrails

  • Never auto-clear unresolved or material differences.
  • Preserve source rows and match rationale in the audit trail.

Risks and mitigations

A plausible but incorrect match can hide a material difference.

Keep deterministic rules outside the model and require review above materiality thresholds.

Sources and evidence