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.
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.
Participation guide
Handles dispute routing in simulation mode without initiating bank chargebacks or actual reverse courier pickups. Use mock external writes and human review.
How work is evaluated
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.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
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.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
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.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Case management dispute dashboard displaying image inspection, return timeline meters, and issue resolution drafts.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Handles dispute routing in simulation mode without initiating bank chargebacks or actual reverse courier pickups.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
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.
Reference links and supporting material
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.
- 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...
- 2 public reference cases
- 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
- LangGraph · Optional
- 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.