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Challenge

Build a Buyer Grievance Triage and Return Dispatch Coordinator

Triage return disputes across mock decentralized buyer and seller applications. Classify photo evidence against return policies and construct standardized Beckn return handoff tickets.

Workflow AutomationHosted by Vera
Challenge brief

What you are building

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

Triage return disputes across mock decentralized buyer and seller applications. Classify photo evidence against return policies and construct standardized Beckn return handoff tickets.

Consumer advocate resolution officer

Ingest buyer dispute filings including damage descriptions and synthetic courier delivery timestamps.

Extract defect categories and evaluate claims against standard return window limits.

Formulate structured issue manifests mapping complaint descriptions to Beckn post-fulfillment taxonomy.

Construct reverse logistics dispatch instructions for review before issuing carrier pickup notifications.

Case management dispute dashboard displaying image inspection, return timeline meters, and issue resolution drafts.

Generate synthetic ONDC grievance tickets and Beckn post-fulfillment callback JSON files from documentation specifications. Starter examples below are synthetic. They are not downloaded records.

Beckn protocol specifications Utilizes Beckn post-fulfillment specifications covering support, returns, and dispute routing schemas.

langgraph, fastapi, pydantic. Coordinates multi-step stateful dispute progression through buyer intake, evidence verification, and reverse logistics routing. Hosted Claude API or local Llama 3 model for damage claim extraction.

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.

Categorize grievances into standard return codes based on buyer text and synthetic timestamps.

Generate compliant Beckn context headers with action 'issue' or 'update'.

Block return requests that exceed established policy return horizons.

Require user review before finalizing the reverse logistics manifest.

```json [ { "input": { "order_id": "ORD-ONDC-8819", "delivered_at": "2025-05-10T10:00:00Z", "complaint_timestamp": "2025-05-11T14:30:00Z", "buyer_reason": "Sealed jar arrived broken with oil spilling everywhere", "claimed_category": "damaged_goods" }, "expected_output": { "eligibility": "approved", "issue_category": "FULFILLMENT_DAMAGED", "beckn_action": "update", "reverse_dispatch_recommended": true, "review_flag": false } }, { "input": { "order_id": "ORD-ONDC-3301", "delivered_at": "2025-04-01T10:00:00Z", "complaint_timestamp": "2025-05-11T14:30:00Z", "buyer_reason": "Color does not match my kitchen curtains", "claimed_category": "buyer_preference" }, "expected_output": { "eligibility": "rejected", "issue_category": "RETURN_WINDOW_EXPIRED", "beckn_action": "issue_status", "reverse_dispatch_recommended": false, "review_flag": true } } ] ```

Handles dispute routing in simulation mode without initiating bank chargebacks or actual reverse courier pickups. Use mock external writes. Require human review before any real deployment.

Rules

Participation guide

Handles dispute routing in simulation mode without initiating bank chargebacks or actual reverse courier pickups. Use mock external writes and human review.

Delivery guide

How work is evaluated

Evaluation

Categorize grievances into standard return codes based on buyer text and synthetic timestamps. Generate compliant Beckn context headers with action 'issue' or 'update'. Block return requests that exceed established policy return horizons. Require user review before finalizing the reverse logistics manifest.

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 buyer dispute filings including damage descriptions and synthetic courier delivery timestamps. Extract defect categories and evaluate claims against standard return window limits. Formulate structured issue manifests mapping complaint descriptions to Beckn post-fulfillment taxonomy. Construct reverse logistics dispatch instructions for review before issuing carrier pickup notifications.

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

Categorize grievances into standard return codes based on buyer text and synthetic timestamps. Generate compliant Beckn context headers with action 'issue' or 'update'. Block return requests that exceed established policy return horizons. Require user review before finalizing the reverse logistics manifest.

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

Case management dispute dashboard displaying image inspection, return timeline meters, and issue resolution drafts.

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

Handles dispute routing in simulation mode without initiating bank chargebacks or actual reverse courier pickups.

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 buyer dispute filings including damage descriptions and synthetic courier delivery timestamps.

  • Extract defect categories and evaluate claims against standard return window limits.

  • Formulate structured issue manifests mapping complaint descriptions to Beckn post-fulfillment taxonomy.

  • Construct reverse logistics dispatch instructions for review before issuing carrier pickup notifications.

Resources and assets

Reference links and supporting material

Dataset notes

Generate synthetic ONDC grievance tickets and Beckn post-fulfillment callback JSON files from documentation specifications. 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 buyer dispute filings including damage descriptions and synthetic courier delivery timestamps. Extra...
  • Categorize grievances into standard return codes based on buyer text and synthetic timestamps. Generate com...
  • Case management dispute dashboard displaying image inspection, return timeline meters, and issue resolution...
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 Buyer Grievance Triage and Return Dispatch Coordinator