{ "schema": "aibast-canonical-transcripts/1.0", "captured_at": "2026-10-07T01:31:55.211351+00:00", "solution": "@aibast-agents-library/returns-complaints-resolution", "onepager": "51. Returns and Complaints Resolution Agent one-pager 2026 02 23.pptx", "brainstem_version": "0.6.16", "loaded_tools_after_capture": [ "returns-complaints-resolution-agent" ], "agent_sources": [ { "path": "agents/@aibast-agents-library/retail_cpg_stacks/returns_complaints_resolution_stack/returns_complaints_resolution_agent.py", "sha256": "62811c3bb8c178d32230efabdd85ec151e2fee400e4bfd8bff75a35d3a414fa3" } ], "case_file": "tests/demo_cases/returns-complaints-resolution.json", "case_file_sha256": "c990307db4a285bf5448d063d1544e3a989880133ee30eb3bb894d193a1cf26a", "strict_isolation": true, "transcripts": [ { "case_id": "RCR-01", "persona": "Customer Service Agent", "onepager_promise": null, "prompt": "As Customer Service Agent, summarize the anonymous return review evidence and approval boundary.", "assistant_response": "## Return Queue Summary (Customer Service Agent view)\n\n**6 synthetic cases in queue**, $554.94 total value:\n\n- **RET-4001** (Denim Jacket, $89.99) \u2013 wrong size, unworn/tagged, 16 days \u2192 pending\n- **RET-4002** (Fitness Tracker, $129.99) \u2013 defective sensor, 49 days \u2192 policy match candidate\n- **RET-4003** (Running Shoes, $149.99) \u2013 color mismatch, lightly used, 8 days \u2192 pending\n- **RET-4004** (Earbuds, $59.99) \u2013 changed mind, opened unused, 11 days \u2192 pending\n- **RET-4005** (Crossbody Bag, $79.99) \u2013 strap broke, 86 days (outside 60-day window) \u2192 **escalated**\n- **RET-4006** (Sunglasses, $44.99) \u2013 wrong item shipped, unopened, 10 days \u2192 policy match candidate\n\n**Approval boundary:** This is decision support only \u2014 I can draft reviews and recommendations, but no refund, replacement, exchange, or customer communication is actually approved or sent. RET-4005 needs human escalation review since it falls outside the standard return window despite a plausible defect claim. Everything else is routine pending-review pending your sign-off.", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Customer Service Agent\n**Role focus:** empathetic review summaries and clear human-approval next steps\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Draft Return Review Queue\n\n| Return ID | Synthetic Case | Product | Reason | Condition | Days | Status |\n|-----------|----------|---------|--------|-----------|------|--------|\n| RET-4001 | Synthetic size-mismatch case | Classic Denim Jacket | wrong size | unworn tags attached | 16 | pending review |\n| RET-4002 | Synthetic device-defect case | Smart Fitness Tracker | defective | non functional | 49 | policy match candidate |\n| RET-4003 | Synthetic description-mismatch case | Premium Running Shoes | not as described | lightly used | 8 | pending review |\n| RET-4004 | Synthetic changed-mind case | Wireless Earbuds Pro | changed mind | opened unused | 11 | pending review |\n| RET-4005 | Synthetic warranty-escalation case | Leather Crossbody Bag | defective | damaged | 86 | escalated |\n| RET-4006 | Synthetic wrong-item case | UV Protection Sunglasses | wrong item | unopened | 10 | policy match candidate |\n\n### RET-4001 \u2014 Classic Denim Jacket\n\n- **Order:** ORD-88712\n- **Case:** Synthetic size-mismatch case\n- **Purchase Date:** 2026-02-14 | **Request Date:** 2026-03-02\n- **Channel:** online\n- **Price:** $89.99\n- **Notes:** Ordered size M, needs size L. Willing to exchange.\n\n### RET-4002 \u2014 Smart Fitness Tracker\n\n- **Order:** ORD-89234\n- **Case:** Synthetic device-defect case\n- **Purchase Date:** 2026-01-20 | **Request Date:** 2026-03-10\n- **Channel:** in_store\n- **Price:** $129.99\n- **Notes:** Heart rate sensor stopped working after 3 weeks. Under warranty.\n\n### RET-4003 \u2014 Premium Running Shoes\n\n- **Order:** ORD-87455\n- **Case:** Synthetic description-mismatch case\n- **Purchase Date:** 2026-02-28 | **Request Date:** 2026-03-08\n- **Channel:** online\n- **Price:** $149.99\n- **Notes:** Color shown online was navy but received was dark grey.\n\n### RET-4004 \u2014 Wireless Earbuds Pro\n\n- **Order:** ORD-90100\n- **Case:** Synthetic changed-mind case\n- **Purchase Date:** 2026-03-01 | **Request Date:** 2026-03-12\n- **Channel:** online\n- **Price:** $59.99\n- **Notes:** Found a better deal elsewhere. Wants full refund.\n\n### RET-4005 \u2014 Leather Crossbody Bag\n\n- **Order:** ORD-86321\n- **Case:** Synthetic warranty-escalation case\n- **Purchase Date:** 2025-12-18 | **Request Date:** 2026-03-14\n- **Channel:** in_store\n- **Price:** $79.99\n- **Notes:** Strap broke after normal use. Outside 60-day window but claims manufacturing defect.\n\n### RET-4006 \u2014 UV Protection Sunglasses\n\n- **Order:** ORD-91005\n- **Case:** Synthetic wrong-item case\n- **Purchase Date:** 2026-03-05 | **Request Date:** 2026-03-15\n- **Channel:** online\n- **Price:** $44.99\n- **Notes:** Received aviator style instead of ordered wayfarer style.\n\n**Pending Reviews:** 3 | **Queue Value:** $554.94", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Prepared for:** Customer Service Agent", "Draft Return Review Queue", "Synthetic size-mismatch case" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-02", "persona": "Customer Service Agent", "onepager_promise": null, "prompt": "As Customer Service Agent, classify this product concern without echoing personal information or sending a response.", "assistant_response": "Classified as **Service Experience** \u2014 severity weight 0.6, ~48h average resolution time, 22% escalation rate historically (higher than other categories, worth monitoring). No response was sent and no personal details were included.", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Customer Service Agent\n**Role focus:** empathetic review summaries and clear human-approval next steps\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Draft Complaint Classification\n\n**Classified As:** Service Experience (`service_experience`)\n**Severity Weight:** 0.6\n**Avg Resolution Time:** 48h\n**Escalation Rate:** 22%\n\n## Complaint Category Reference\n\n| Category | Monthly Volume | Severity | Avg Resolution | Escalation Rate |\n|----------|---------------|----------|----------------|-----------------|\n| Product Quality | 142 | 0.85 | 36h | 15% |\n| Order Fulfillment | 98 | 0.70 | 24h | 8% |\n| Pricing & Billing | 67 | 0.65 | 18h | 5% |\n| Service Experience | 53 | 0.60 | 48h | 22% |\n\n**Total Monthly Complaints:** 360", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Draft Complaint Classification", "Product Quality", "no return, refund" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-03", "persona": "Customer Service Agent", "onepager_promise": null, "prompt": "As Customer Service Agent, draft a policy-grounded option and keep all actions behind authorization.", "assistant_response": "Here's the draft resolution set for the synthetic return queue \u2014 note every item is a proposal only, nothing is executed:\n\n**RET-4001 (size mismatch, $89.99 jacket)** \u2192 recommended: **Product Exchange**\n- Verify replacement stock separately, draft eligibility for approval, outline logistics/tracking language \u2014 no shipment or exchange actually created.\n\n**RET-4003 (not-as-described, $149.99 shoes)** \u2192 recommended: **Partial Refund**\n- Review condition evidence, apply any disclosed fee rule, draft a refund range \u2014 no funds processed.\n\n**RET-4004 (changed mind, $59.99 earbuds)** \u2192 recommended: **Store Credit**\n- Confirm condition meets policy, draft credit terms \u2014 no loyalty account touched, no message sent.\n\nAll three require explicit human sign-off before anything moves (refund, exchange, shipment, or customer message). Want me to pull the broader policy playbook (full refund, warranty replacement, etc.) for comparison, or focus deeper on one case?", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Customer Service Agent\n**Role focus:** empathetic review summaries and clear human-approval next steps\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Draft Resolution Options\n\n## RET-4001 \u2014 Synthetic size-mismatch case\n\n- **Product:** Classic Denim Jacket ($89.99)\n- **Reason:** wrong size\n- **Option for authorized review:** Product Exchange\n- **Cost Impact:** medium | **CSAT Impact:** very_high\n\n**Review Steps:**\n 1. Review the requested replacement and verify availability separately\n 2. Draft exchange eligibility for authorized approval\n 3. List logistics considerations without creating shipments\n 4. Draft tracking-language requirements without sending a message\n 5. State that no exchange or reservation is performed\n\n## RET-4003 \u2014 Synthetic description-mismatch case\n\n- **Product:** Premium Running Shoes ($149.99)\n- **Reason:** not as described\n- **Option for authorized review:** Partial Refund\n- **Cost Impact:** medium | **CSAT Impact:** moderate\n\n**Review Steps:**\n 1. Review item-condition evidence and model a policy range\n 2. Identify any disclosed fee rule for authorized review\n 3. Draft a partial-refund option without processing funds\n 4. Draft timeline language without notifying a customer\n\n## RET-4004 \u2014 Synthetic changed-mind case\n\n- **Product:** Wireless Earbuds Pro ($59.99)\n- **Reason:** changed mind\n- **Option for authorized review:** Store Credit\n- **Cost Impact:** low | **CSAT Impact:** moderate\n\n**Review Steps:**\n 1. Review whether the condition appears to meet the synthetic policy\n 2. Draft a store-credit option without issuing value or a bonus\n 3. Require authorized review before any loyalty-account change\n 4. Draft disclosure language without sending a message\n\n## Available Resolution Playbooks\n\n- **Full Refund** (`full_refund`): Window 90d, Cost: high, CSAT: high\n- **Product Exchange** (`exchange`): Window 60d, Cost: medium, CSAT: very_high\n- **Store Credit** (`store_credit`): Window 45d, Cost: low, CSAT: moderate\n- **Warranty Replacement** (`warranty_replacement`): Window 365d, Cost: medium, CSAT: high\n- **Partial Refund** (`partial_refund`): Window 30d, Cost: medium, CSAT: moderate", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Draft Resolution Options", "Option for authorized review", "no return" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-04", "persona": "Quality Team", "onepager_promise": null, "prompt": "As Quality Team, summarize aggregate defect and return patterns without accusing any person.", "assistant_response": "Here's the aggregate pattern summary, Quality Team:\n\n**Overall trend: Stable**, with a seasonal spike in December.\n\n**Return reasons (6-month totals):**\n- Wrong size: 715 (highest driver \u2014 avg 119/month)\n- Changed mind: 511\n- Defective: 466\n- Not as described: 320\n- Wrong item: 218\n\n**Notable patterns:**\n- December saw a 44% returns spike, mostly changed-mind (holiday gifting), pushing CSAT down to 3.6 and resolution time up to 38.7h\n- Both metrics recovered by Feb\u2013Mar (CSAT back to 4.1, resolution ~28\u201329h)\n- Resolution time is trending ~3% slower overall vs. period start\n- $140,920 refunded across 6 months\n\n**Process-level opportunities (no individual attribution):**\n- Wrong-size being the top category suggests a sizing/fit information gap \u2014 stronger size guides or fit-prediction tools could reduce volume\n- Defective-related returns (466) warrant a supplier/batch quality review to catch systemic issues before shipment\n- Resolution-time creep correlates with volume surges, pointing to capacity/staffing elasticity needs during peak periods rather than individual performance\n\nWant me to pull the detailed resolution recommendation for a specific return case, or drill into the defective-returns category further?", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Quality Team\n**Role focus:** aggregate defect patterns and product-quality evidence\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Synthetic Returns & Complaints Trend Analysis\n\n**Overall Trend:** STABLE\n\n## Monthly Returns Overview\n\n| Month | Total Returns | Return Rate | Avg Resolution | CSAT | Refund Total |\n|-------|--------------|-------------|----------------|------|--------------|\n| 2025-10 | 312 | 4.1% | 28.5h | 4.1/5.0 | $18,720.00 |\n| 2025-11 | 345 | 4.5% | 30.2h | 4.0/5.0 | $21,450.00 |\n| 2025-12 | 498 | 6.2% | 38.7h | 3.6/5.0 | $34,200.00 |\n| 2026-01 | 387 | 5.0% | 32.1h | 3.9/5.0 | $24,800.00 |\n| 2026-02 | 328 | 4.3% | 27.8h | 4.2/5.0 | $19,650.00 |\n| 2026-03 | 360 | 4.7% | 29.4h | 4.1/5.0 | $22,100.00 |\n\n## Return Reasons Breakdown (Last 6 Months)\n\n- **Wrong Size:** 715 total, 119.2 avg/month\n- **Defective:** 466 total, 77.7 avg/month\n- **Changed Mind:** 511 total, 85.2 avg/month\n- **Not As Described:** 320 total, 53.3 avg/month\n- **Wrong Item:** 218 total, 36.3 avg/month\n\n**Total Refunded (6 months):** $140,920.00\n\n## Key Insights\n\n- Holiday season (Dec) drove a 44% spike in returns, primarily changed-mind returns\n- Wrong-size returns consistently highest \u2014 consider enhanced size guide implementation\n- Resolution time is 3.2% slower than at the start of the period (28.5h -> 29.4h)\n- CSAT recovered to 4.1 after post-holiday dip to 3.6", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Prepared for:** Quality Team", "Synthetic Returns & Complaints Trend Analysis", "Key Insights" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-05", "persona": "Service Manager", "onepager_promise": "Analyze sentiment and draft personalized responses to strengthen recovery outcomes", "prompt": "As Service Manager, I have an escalated customer complaint about a defective laptop and the customer is very upset; help me resolve it quickly.", "assistant_response": "Here's where we stand on CMP-5001:\n\n**Customer:** David Chen, Diamond VIP, $18,400 lifetime value, 87% churn risk after two failed support calls on a defective ProBook Elite (3 days old, flickering/won't boot).\n\n**Recommended fix \u2014 Tier 1: Premium Recovery**\n- Upgrade to ProBook Elite Plus (same-day courier)\n- $200 store credit for the hassle\n- 90-day return extension\n- Cost: $540 vs. $18,400 retention value (34:1 ROI)\n\nTiers 2 and 3 exist but only protect 65%/35% retention respectively \u2014 not worth the risk for a customer this upset and this valuable.\n\nWant me to approve Tier 1 and generate the execution plan with call talking points?", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Escalated Complaint CMP-5001: David Chen\n\nDavid Chen is a Diamond VIP customer with $18,400 lifetime value. Immediate resolution recommended.\n\n**Customer Profile:**\n\n| Detail | Information |\n|---|---|\n| Name | David Chen |\n| Tier | Diamond VIP |\n| Lifetime value | $18,400 (47 purchases) |\n| Issue | Laptop defect (day 3) |\n| Frustration level | High - 2 failed support calls |\n\n**Purchase Details:**\n\n- Product: ProBook Elite 15\" ($1,899)\n- Purchased: 3 days ago\n- Issue: Display flickering, won't boot\n- Warranty: Active (2-year standard)\n\n**Previous Support:**\n\n- Call 1: 45 min hold, transferred 3 times\n- Call 2: Troubleshooting failed, no resolution\n\n**Churn Risk:** 87% (elevated due to poor service experience)\n\nSource: [CRM + Support History + Purchase Records] (synthetic)\n\n**Next step:** prepare resolution options for this customer?\n[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Resolution Options: David Chen (CMP-5001)\n\nThree resolution tiers; Tier 1 recommended for this Diamond VIP customer to protect retention.\n\n## Tier 1: Premium Recovery (Recommended)\n\n- Upgrade to ProBook Elite Plus ($2,299 value)\n- Same-day courier delivery\n- $200 store credit for inconvenience\n- 90-day return extension\n- Cost to company: $540 | Retention value: $18,400\n\n## Tier 2: Standard Plus\n\n- Same model replacement\n- 2-day shipping\n- $100 store credit for inconvenience\n- Cost: $180 | Retention: 65%\n\n## Tier 3: Standard\n\n- Same model replacement only\n- Standard shipping (5 days)\n- Cost: $0 | Retention: 35%\n\n**Recommendation:** Tier 1 protects $18.4K customer lifetime value for a $540 investment (34:1 ROI).\n\nSource: [Customer Analytics + Inventory + Retention Models] (synthetic)\n\n**Next step:** approve the Tier 1 resolution?", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "David Chen", "$18,400", "Churn Risk:** 87%" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-06", "persona": "Service Manager", "onepager_promise": "Execute resolution actions and recommend strategies to streamline service workflows", "prompt": "As Service Manager, show me resolution options that will keep this VIP customer satisfied.", "assistant_response": "Here's the breakdown, Service Manager \u2014 three options for David Chen (CMP-5001):\n\n**Tier 1 \u2014 Premium Recovery (recommended)**\n- ProBook Elite Plus upgrade ($2,299 value)\n- Same-day courier delivery\n- $200 store credit + 90-day return extension\n- Cost: $540 | Protects ~$18,400 lifetime value (34:1 ROI)\n\n**Tier 2 \u2014 Standard Plus**\n- Same model replacement, 2-day shipping, $100 credit\n- Cost: $180 | ~65% retention odds\n\n**Tier 3 \u2014 Standard**\n- Same model replacement only, standard 5-day shipping\n- Cost: $0 | ~35% retention odds\n\nGiven David's Diamond VIP status and the defect severity, Tier 1 is the clear call \u2014 the ROI strongly favors it. Want me to pull together the execution plan and talking points for the call once you approve a tier?", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Resolution Options: David Chen (CMP-5001)\n\nThree resolution tiers; Tier 1 recommended for this Diamond VIP customer to protect retention.\n\n## Tier 1: Premium Recovery (Recommended)\n\n- Upgrade to ProBook Elite Plus ($2,299 value)\n- Same-day courier delivery\n- $200 store credit for inconvenience\n- 90-day return extension\n- Cost to company: $540 | Retention value: $18,400\n\n## Tier 2: Standard Plus\n\n- Same model replacement\n- 2-day shipping\n- $100 store credit for inconvenience\n- Cost: $180 | Retention: 65%\n\n## Tier 3: Standard\n\n- Same model replacement only\n- Standard shipping (5 days)\n- Cost: $0 | Retention: 35%\n\n**Recommendation:** Tier 1 protects $18.4K customer lifetime value for a $540 investment (34:1 ROI).\n\nSource: [Customer Analytics + Inventory + Retention Models] (synthetic)\n\n**Next step:** approve the Tier 1 resolution?", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Premium Recovery", "$540", "34:1 ROI" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-07", "persona": "Service Manager", "onepager_promise": "Execute resolution actions and recommend strategies to streamline service workflows", "prompt": "As Service Manager, Tier 1 is approved; get it ready and prepare my talking points for the call.", "assistant_response": "Tier 1 is teed up and ready to execute (order, shipping, credit) \u2014 just confirm dispatch when you're ready.\n\n**For the call with David Chen:**\n\n1. **Apologize sincerely** \u2014 \"I'm sorry for your experience, David. We failed your expectations.\"\n2. **Acknowledge VIP status** \u2014 \"As a Diamond member with 47 purchases, you deserve better.\"\n3. **Present the upgrade** \u2014 \"We're sending the Elite Plus model ($2,299 value) \u2014 better processor, more RAM, at no cost.\"\n4. **Emphasize speed** \u2014 \"Same-day courier, arriving by 4:30 PM \u2014 about 4 hours.\"\n5. **Highlight the credit** \u2014 \"$200 store credit for the inconvenience.\"\n6. **Show ownership** \u2014 \"I'm personally overseeing this. Here's my direct line if anything's off.\"\n\nAlso ready: return label for the defective unit and a 90-day return extension. Nothing's dispatched yet \u2014 say the word and I'll confirm execution, then line up the follow-up plan after the call.", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Tier 1 Resolution \u2014 ready for authorized execution (CMP-5001)\n\nApproved option prepared. Each action below is ready for you to execute in the order, shipping and loyalty systems; the agent has not dispatched, credited or generated anything.\n\n| Action | Detail | Status |\n|---|---|---|\n| Dispatch upgrade | ProBook Elite Plus ($2,299 value) | Ready to dispatch |\n| Courier | Same-day delivery, expected 4:30 PM today (about 4 hours) | Ready to book |\n| Store credit | $200 to the customer account | Ready to apply |\n| Return label | For the defective unit | Ready to generate |\n| Return extension | 90 days | Ready to activate |\n\n**Your Talking Points:**\n\n1. Apologize sincerely - \"I'm sorry for your experience, David. We failed your expectations.\"\n2. Acknowledge VIP status - \"As a Diamond member with 47 purchases, you deserve better.\"\n3. Present upgrade - \"We're sending the Elite Plus model - better processor, more RAM.\"\n4. Emphasize speed - \"Courier delivers in 4 hours, not days.\"\n5. Highlight credit - \"$200 store credit for the inconvenience.\"\n6. Show commitment - \"I'm personally overseeing this. Here's my direct line.\"\n\nSource: [Service Recovery Playbook + CRM] (synthetic)\n\n**Next step:** make the call once the actions are confirmed.", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "ready for authorized execution", "ProBook Elite Plus", "Talking Points" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-08", "persona": "Service Manager", "onepager_promise": "Analyze sentiment and draft personalized responses to strengthen recovery outcomes", "prompt": "As Service Manager, the call went well and the customer accepted; what is our follow-up plan?", "assistant_response": "Here's the follow-up plan for David Chen (CMP-5001), pending your sign-off to schedule:\n\n**Today:**\n- 6pm: Delivery confirmation SMS\n- 7pm: Personal \"how's the laptop?\" email from you\n\n**Day 3:**\n- Customer success check-in call\n- Satisfaction/NPS survey\n\n**Day 7:**\n- Tech tips email series starts\n- VIP perk: 25% off accessories\n\n**Day 30:**\n- Relationship health check\n- VIP appreciation event invite\n\n**Ongoing monitoring:** 90-day priority flag on his support tickets, churn-risk tracking, purchase behavior analysis.\n\nNothing's been sent yet \u2014 just drafted for your approval. Want me to pull the recovery performance/financial impact numbers next, or an executive summary to wrap the case?", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Follow-Up Plan: David Chen (CMP-5001)\n\nProposed touchpoints to confirm satisfaction and prevent future issues; ready for you to schedule.\n\n**Today (post-delivery):**\n- 6:00 PM: automated delivery confirmation SMS\n- 7:00 PM: \"How's your new laptop?\" email from you\n**Day 3:**\n- Check-in call from the customer success team\n- Satisfaction survey (track NPS score)\n**Day 7:**\n- \"Tech tips for your Elite Plus\" email series begins\n- Exclusive VIP promotion (accessories 25% off)\n**Day 30:**\n- Relationship health check\n- Invitation to VIP appreciation event\n\n**Monitoring to activate:**\n\n- Support ticket auto-priority for 90 days\n- Churn risk score tracking\n- Purchase behavior analysis\n\nNothing has been scheduled or sent by the agent.\n\nSource: [Customer Success Automation + CRM] (synthetic)\n\n**Next step:** see the service recovery metrics?", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Day 30", "delivery confirmation SMS", "Nothing has been scheduled" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-09", "persona": "Service Manager", "onepager_promise": "Detect product patterns to identify quality issues and reduce fraud", "prompt": "As Service Manager, show me the service recovery performance and financial impact.", "assistant_response": "Here's the service recovery performance and financial snapshot (Service Manager view):\n\n**Performance (last quarter)**\n- Resolution time: 4.2 hrs (vs. 3\u20135 day industry avg)\n- Customer retention: 94% (vs. 68%)\n- NPS recovery: +47 pts (vs. +18)\n- Repeat purchase rate: 76% over 6 months (vs. 34%)\n\n**Financial Impact \u2014 CMP-5001 case**\n- Investment: $540 (upgrade + credit + courier)\n- Lifetime value protected: $18,400\n- Expected 12-mo revenue: $3,200\n- ROI: 34:1 (retention) / 6:1 (near-term revenue)\n\n**Program Economics (quarterly)**\n- Recovery investment: $127K\n- Revenue protected: $4.8M\n- Net value: $4.67M\n\nSynthetic data, decision-support only \u2014 no actions were executed. Want me to pull the executive summary next for a leadership recap?", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Service Recovery Performance and Financial Impact\n\n**Program Performance (last quarter):**\n\n| Metric | Result | Industry Avg |\n|---|---|---|\n| Resolution time | 4.2 hours | 3-5 days |\n| Customer retention | 94% | 68% |\n| NPS recovery | +47 points | +18 points |\n| Repeat purchase rate | 76% (6 months) | 34% |\n\n**Financial Impact - This Case (CMP-5001):**\n\n- Investment: $540 (upgrade $300 + credit $200 + courier $40)\n- Customer lifetime value protected: $18,400\n- Expected next 12-month revenue: $3,200\n- ROI: 34:1 on retention, 6:1 on near-term revenue\n\n**Program Economics:**\n\n- Quarterly recovery investment: $127,000\n- Revenue protected: $4.8M\n- Net value: $4.67M\n\nSource: [Service Analytics + Financial Data] (synthetic)\n\n**Next step:** generate the executive summary for leadership?", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "4.2 hours", "$127,000", "$4.67M" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true }, { "case_id": "RCR-10", "persona": "Service Manager", "onepager_promise": "Execute resolution actions and recommend strategies to streamline service workflows", "prompt": "As Service Manager, create the executive summary and recap what we accomplished.", "assistant_response": "Here's the recap as Service Manager:\n\n**Case CMP-5001 \u2014 David Chen, Diamond VIP (defective ProBook)**\n\n- **Profile:** $18.4K lifetime value, 87% churn risk flagged early\n- **Resolution designed:** Tier 1 premium recovery \u2014 upgraded unit (ProBook Elite Plus), same-day 4-hour courier delivery, $200 goodwill credit\n- **Call prep:** Apology framework and commitment talking points drafted for the agent\n- **Follow-up plan:** 30-day touchpoint series with satisfaction tracking and VIP monitoring, proposed\n- **Impact modeled:** 94% retention likelihood, 34:1 ROI, ~4-hour resolution vs. standard 3-5 days\n- **Business case:** $540 investment to retain an $18,400 customer, part of a $4.67M quarterly recovery program value\n\nEverything here is draft/decision-support only \u2014 no refund, shipment, or credit has actually been issued. It's ready for your sign-off before execution.", "agent_logs": "[returns-complaints-resolution-agent] **Prepared for:** Service Manager\n**Role focus:** VIP escalations, recovery options, and follow-up plans for approval\n\n> Synthetic case data. Decision support and draft language only; no return, refund, credit, replacement, shipment, reservation, account change, or customer message is approved, created, or sent.\n\n# Executive Summary: Service Recovery CMP-5001 (draft for leadership)\n\nWhat this 12-minute session prepared:\n\n- Customer analysis \u2014 David Chen: Diamond VIP, $18.4K lifetime value, 87% churn risk\n- Solution designed \u2014 Tier 1 premium recovery: upgrade + same-day delivery + $200 credit\n- Execution \u2014 ProBook Elite Plus dispatch and 4-hour courier prepared for authorized execution\n- Call support \u2014 talking points, apology framework, commitment statements\n- Follow-up \u2014 30-day touchpoint series, satisfaction tracking, VIP monitoring (proposed)\n- Performance \u2014 94% retention, 34:1 ROI, $4.67M quarterly program value\n\n**Customer Outcome:** issue resolved in about 4 hours vs the 3-5 day standard once the actions are executed; upgraded product, $200 credit, personal manager relationship.\n**Business Value:** $18,400 customer retained for a $540 investment, 34:1 ROI model.\n\nDraft summary ready for you to share in Teams; nothing has been sent.\n\nSource: [All connected systems] (synthetic)", "expected_agent": "returns-complaints-resolution-agent", "must_include": [ "Executive Summary", "87% churn risk", "Business Value" ], "model": "claude-sonnet-5", "requested_model": "claude-sonnet-5", "passed": true } ] }