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Challenge

Build a Cross-Border Trade Invoice Treasury Reconciliation Queue

Cross-reference enterprise trade invoice payments against cross-border SWIFT MT103 remittances and OpenAttestation certificates of origin. Flag currency conversion variances and withholding tax discrepancies for treasury settlement.

Business OperationsHosted by Vera
Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Cross-reference enterprise trade invoice payments against cross-border SWIFT MT103 remittances and OpenAttestation certificates of origin. Flag currency conversion variances and withholding tax discrepancies for treasury settlement.

Fintech corporate treasury operations officer

Ingest structured trade invoice line items and corresponding multi-currency bank remittance logs.

Audit OpenAttestation wrapped origin certificates to verify preferential trade duty exemptions.

Compute spot exchange rate variances and Singapore Goods and Services Tax input deductions.

Format unresolved ledger discrepancies into prioritized treasury investigation tickets for human review.

Financial ledger reconciliation table highlighting payment reference numbers, currency differentials, and tax variance badges.

Normalized tabular fixtures of trade invoices, simulated bank statement wire records, and OpenAttestation trade certificates. Starter examples below are synthetic. They are not downloaded records.

OpenAttestation Applies open-attestation getData and validateSchema functions to verify underlying preferential origin certificates during tax audits.

langgraph, pydantic, open-attestation. LangGraph manages stateful cyclic reconciliation graphs that route settlement exceptions across multi-stage accounting rules. API-hosted model supporting structured arithmetic verification and treasury ledger explanation drafting.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Reconciles payment invoice amounts against bank credit records within specified tolerance margins.

Verifies digital signatures on accompanying OpenAttestation trade origin documents.

Identifies tax calculation mismatches exceeding 0.5% variance thresholds.

Outputs structured reconciliation journals without initiating live banking transfer instructions.

```json [ { "input": { "invoice_id": "INV-771", "invoice_amount_usd": 50000, "agreed_fx_rate": 1.34, "received_amount_sgd": 67000, "gst_treatment": "ZERO_RATED_EXPORT", "oa_origin_valid": true }, "expected_output": { "reconciliation_status": "MATCHED", "variance_sgd": 0, "tax_conformance": true, "treasury_disposition": "AUTO_RECONCILED", "settlement_ledger_id": "SETTLE-9901" } }, { "input": { "invoice_id": "INV-772", "invoice_amount_usd": 20000, "agreed_fx_rate": 1.35, "received_amount_sgd": 25500, "gst_treatment": "STANDARD_RATED_9_PCT", "oa_origin_valid": false }, "expected_output": { "reconciliation_status": "DISCREPANCY_FLAGGED", "variance_sgd": -1500, "tax_conformance": false, "treasury_disposition": "ANALYST_INVESTIGATION_REQUIRED", "reasons": [ "FX conversion variance exceeds threshold", "Invalid certificate of origin attestation" ] } } ] ```

Treasury reconciliation records are internal accounting logs only. No direct API writes to banking payment rails occur. Use mock external writes. Require human review before any real deployment.

Rules

Participation guide

Treasury reconciliation records are internal accounting logs only. No direct API writes to banking payment rails occur. Use mock external writes and human review.

Delivery guide

How work is evaluated

Evaluation

Reconciles payment invoice amounts against bank credit records within specified tolerance margins. Verifies digital signatures on accompanying OpenAttestation trade origin documents. Identifies tax calculation mismatches exceeding 0.5% variance thresholds. Outputs structured reconciliation journals without initiating live banking transfer instructions.

Submission format

Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
4 scoring checks
Binary
1 pass or fail dimensions
Ordinal
3 scaled dimensions
Dimension 1

Complete workflow

Ingest structured trade invoice line items and corresponding multi-currency bank remittance logs. Audit OpenAttestation wrapped origin certificates to verify preferential trade duty exemptions. Compute spot exchange rate variances and Singapore Goods and Services Tax input deductions. Format unresolved ledger discrepancies into prioritized treasury investigation tickets for human review.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 2

Correctness and evidence

Reconciles payment invoice amounts against bank credit records within specified tolerance margins. Verifies digital signatures on accompanying OpenAttestation trade origin documents. Identifies tax calculation mismatches exceeding 0.5% variance thresholds. Outputs structured reconciliation journals without initiating live banking transfer instructions.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 3

Review interface

Financial ledger reconciliation table highlighting payment reference numbers, currency differentials, and tax variance badges.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 4

Safe execution

Treasury reconciliation records are internal accounting logs only. No direct API writes to banking payment rails occur.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Ingest structured trade invoice line items and corresponding multi-currency bank remittance logs.

  • Audit OpenAttestation wrapped origin certificates to verify preferential trade duty exemptions.

  • Compute spot exchange rate variances and Singapore Goods and Services Tax input deductions.

  • Format unresolved ledger discrepancies into prioritized treasury investigation tickets for human review.

Resources and assets

Reference links and supporting material

Dataset notes

Normalized tabular fixtures of trade invoices, simulated bank statement wire records, and OpenAttestation trade certificates. Supplied starter examples are synthetic, not source extracts.

Challenge setup

Configuration summary for this challenge.

Challenge input

Input details are not configured.

LangGraph

Runtime for stateful agent workflows.

Evaluated output

No output checks are configured.

Evaluation checks
  • Ingest structured trade invoice line items and corresponding multi-currency bank remittance logs. Audit Ope...
  • Reconciles payment invoice amounts against bank credit records within specified tolerance margins. Verifies...
  • Financial ledger reconciliation table highlighting payment reference numbers, currency differentials, and t...
Configured evaluation evidence
  • 2 public reference cases
Configured runtime
  • 2 configured tools

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • LangGraph · Optional
Orchestration
  • LangGraph · Optional

Evaluation contract

  • Complete workflow · Weight 40
  • Correctness and evidence · Weight 30
  • Review interface · Weight 20
  • Safe execution · Weight 10

Reference cases

  • 2 public reference cases

Workflow tasks

No workflow tasks are configured.

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Build a Cross-Border Trade Invoice Treasury Reconciliation Queue