{
  "schema": "aibast-canonical-transcripts/1.0",
  "captured_at": "2026-10-07T01:21:14.748575+00:00",
  "solution": "@aibast-agents-library/cart-abandonment-recovery",
  "onepager": "25. Cart Abandonment Recovery Agent one-pager.pptx",
  "brainstem_version": "0.6.16",
  "loaded_tools_after_capture": [
    "CartAbandonmentRecoveryAgent"
  ],
  "agent_sources": [
    {
      "path": "agents/@aibast-agents-library/b2c_sales_stacks/cart_abandonment_recovery_stack/cart_abandonment_recovery_agent.py",
      "sha256": "e521927e4c121e38115e630ab013370dab9964f8c6b8672daac01a1afb1cc35b"
    }
  ],
  "case_file": "tests/demo_cases/cart-abandonment-recovery.json",
  "case_file_sha256": "b57751a67c5132214f21be097cc813387eff903a50c9bdf2763c1b49a8a46983",
  "strict_isolation": true,
  "transcripts": [
    {
      "case_id": "CAR-01",
      "persona": "Marketing Manager",
      "onepager_promise": null,
      "prompt": "As Marketing Manager, show where the anonymous synthetic cart journey is breaking down and what needs review.",
      "assistant_response": "Here's where the funnel is breaking down (synthetic, 847 carts / $127K today):\n\n**By segment:**\n- VIP (34 carts, $18K) \u2014 best recovery at 45%, but still leaving money on the table\n- Repeat buyers (89 carts, $24K) \u2014 38% recovery\n- New visitors (412 carts, $53K) \u2014 biggest volume and value, but worst recovery at 22% \u2014 this is the main leak\n- Other shoppers (312 carts, $32K) \u2014 28%\n\n**Why shoppers are dropping off:**\n- 42% \u2014 shipping cost sticker shock\n- 28% \u2014 comparison shopping elsewhere\n- 18% \u2014 payment friction\n\n**Needs review:**\n1. New visitor segment \u2014 high value, lowest conversion, likely needs a shipping/price transparency fix upstream rather than just recovery offers\n2. Top abandoned high-value carts for priority outreach: Sarah M ($892), James K ($647), Emily R ($534)\n3. Payment friction (18%) suggests a checkout UX issue worth a dev review, not just marketing\n\nWant me to pull personalized recovery strategies for these segments/shoppers next?",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Marketing Manager (margin-aware recovery planning and approval gates)\n\n# Synthetic Cart Abandonment Analysis\n\nAnalyzed 847 abandoned carts worth $127K today.\n\n| Segment | Carts | Value | Recovery |\n|---|---|---|---|\n| VIP | 34 | $18K | 45% |\n| Repeat buyers | 89 | $24K | 38% |\n| New visitors | 412 | $53K | 22% |\n| Other shoppers | 312 | $32K | 28% |\n\n**Top Opportunities:** Sarah M ($892), James K ($647), Emily R ($534)\n**Why Abandoning:** 42% shipping cost, 28% comparison shopping, 18% payment friction\n\nSource: [Commerce analytics + Cart events] (synthetic)\n\nWant personalized recovery strategies?\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Prepared for:** Marketing Manager",
        "Synthetic Cart Abandonment Analysis",
        "no shopper is contacted"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "CAR-02",
      "persona": "Digital Marketing Lead",
      "onepager_promise": null,
      "prompt": "As Digital Marketing Lead, outline a consent-aware draft sequence without sending or scheduling anything.",
      "assistant_response": "Here's the draft recovery sequence \u2014 consent-aware and unsent, staged across 3 segments:\n\n**1. High-Value Win-Back (8,400 carts, $500+)**\n- Personal note (no auto-send) \u2192 SMS draft (+1hr) \u2192 express shipping offer draft (+4hr) \u2192 call script flag (+24hr)\n- Requires: active SMS + email opt-in on file; skip channels without consent\n\n**2. Point Expiry Alert (12,000 carts)**\n- Points reminder email draft \u2192 push notification draft (+2hr) \u2192 soft shipping-discount hint draft (+12hr)\n- Requires: loyalty program opt-in\n\n**3. Lapsed Browser / New Shoppers (13,600 carts)**\n- Welcome 10% offer draft \u2192 retargeting ad draft \u2192 social proof email draft (+24hr)\n- Requires: marketing cookie/email consent only; no SMS touch (lower confidence of consent)\n\n**Guardrails baked in:**\n- Every touch pulls consent status before being marked \"ready\" \u2014 no send/schedule occurs\n- Suppresses any channel lacking a valid opt-in record\n- All content stays in draft state pending your approval\n\nWant me to pull the forecasted lift/ROI for this sequence before you review it further?",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Digital Marketing Lead (channel sequencing, consent, and draft content)\n\n# Draft Recovery Campaign Dashboard\n\nRecovery program ready to launch (draft, not deployed - launch it from your marketing platform after approval):\n\n| Campaign | Members |\n|---|---|\n| High-value win-back | 8,400 |\n| Point expiry alert | 12,000 |\n| Lapsed browser | 13,600 |\n\n**Multi-Touch Sequences:**\n- VIP: Personal note -> SMS 1hr -> Express shipping 4hr -> Call 24hr ($500+)\n- Repeat: Points reminder -> Push 2hr -> Free shipping hint 12hr\n- New: Welcome 10% off -> Retargeting -> Social proof 24hr\n\nSee real-time tracking?\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Prepared for:** Digital Marketing Lead",
        "Draft Recovery Campaign Dashboard",
        "not deployed"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "CAR-03",
      "persona": "Growth Manager",
      "onepager_promise": null,
      "prompt": "As Growth Manager, compare margin-aware value scenarios and keep every concept behind approval.",
      "assistant_response": "Here's the margin-aware incentive comparison (Growth Manager view) \u2014 all still in draft, nothing sent:\n\n**Incentive menu & economics:**\n| Incentive | Cost | Lift |\n|---|---|---|\n| 10% Off | 10% of cart | +35% |\n| 15% Off | 15% of cart | +48% |\n| Free Shipping | $12 flat | +28% |\n| $20 Off ($150+) | $20 flat | +22% |\n| Gift w/ Purchase | 6% of cart | +18% |\n\n**Top-cart recommendations (best net recovery value):**\n- **CART-20001 (Sarah M, VIP, $892):** Free Shipping \u2192 +28% lift, **$880 net value** (low cost, strong margin preservation for a high-cart VIP)\n- **CART-20002 (James K, $647):** 10% Off \u2192 +35% lift, **$582.30 net value**\n- **CART-20003 (Emily R, $534):** 10% Off \u2192 +35% lift, **$480.60 net value**\n\nTakeaway: flat-cost incentives (free shipping) win on margin for high-ticket VIP carts, while percentage discounts outperform on mid-size carts needing bigger lift.\n\nEvery scenario here is a draft comparison only \u2014 no offer goes out until you approve a specific one. Want me to pull the recovery_forecast next to see projected 48-hour impact if approved?",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Growth Manager (aggregate conversion scenarios and experiment design)\n\n# Draft Incentive Scenario Comparison\n\n## Available Incentives\n\n| Incentive | Description | Cost | Conversion Lift |\n|---|---|---|---|\n| Percent Off 10 | 10% off cart total | 10.0% of cart | +35.0% |\n| Percent Off 15 | 15% off cart total | 15.0% of cart | +48.0% |\n| Free Shipping | Free standard shipping | $12 flat | +28.0% |\n| Dollar Off 20 | $20 off orders over $150 | $20 flat | +22.0% |\n| Gift With Purchase | Free accessory with order | 6.0% of cart | +18.0% |\n\n## Recommended Incentives by Cart\n\n### CART-20001: Sarah M ($892.00)\n\n- **Segment:** Vip\n- **Scenario for approval:** Free standard shipping\n- **Expected Lift:** +28.0%\n- **Net Recovery Value:** $880.00\n\n### CART-20002: James K ($647.00)\n\n- **Segment:** Repeat Buyer\n- **Scenario for approval:** 10% off cart total\n- **Expected Lift:** +35.0%\n- **Net Recovery Value:** $582.30\n\n### CART-20003: Emily R ($534.00)\n\n- **Segment:** Repeat Buyer\n- **Scenario for approval:** 10% off cart total\n- **Expected Lift:** +35.0%\n- **Net Recovery Value:** $480.60\n\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Prepared for:** Growth Manager",
        "Draft Incentive Scenario Comparison",
        "Scenario for approval"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "CAR-04",
      "persona": "Growth Manager",
      "onepager_promise": null,
      "prompt": "As Growth Manager, summarize the fixed recovery metrics and separate benchmarks from planning estimates.",
      "assistant_response": "Here's the breakdown, split clearly by type:\n\n**Fixed/Measured Benchmarks (actuals from last 30 days):**\n- Abandonment rate: 71.4%\n- Recovery rate: 12.8%\n- Avg recovered order value: $187.50\n- 4,250 carts abandoned \u2192 544 recovered \u2192 $102,000 recovered revenue\n- Industry benchmark recovery rate: **18%**\n\n**Planning Estimates (modeled/forward-looking, not yet real):**\n- 48-hr forecast: 30% blended recovery rate \u2192 $37,940 projected revenue\n  - VIP 45%, Repeat 38%, New visitors 22%, Other 28%\n- Target recovery rate: 27% (vs. 18% industry benchmark)\n- Monthly impact projection: $172K current run-rate \u2192 $228K optimized (+$56K/month)\n\n**Key distinction:** The 12.8%/$102K figures are historical synthetic tracking data; everything in the forecast table (30%, $37,940, +$56K/month) is a projected scenario, not a result. No campaigns have been sent \u2014 these are drafts for your review.",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Growth Manager (aggregate conversion scenarios and experiment design)\n\n# Synthetic Conversion Tracking (30-Day)\n\n- **Abandonment Rate:** 71.4%\n- **Recovery Rate:** 12.8%\n- **Avg Recovered Order Value:** $187.50\n- **Total Abandoned Carts:** 4,250\n- **Total Recovered:** 544\n- **Recovered Revenue:** $102,000\n\n## Campaign Performance (recovered revenue allocated by conversion share)\n\n| Campaign | Open Rate | Conversion | Est. Recovered |\n|---|---|---|---|\n| Draft Email Reminder | 45.2% | 8.5% | $26,514 |\n| Draft SMS Reminder | 98.0% | 4.8% | $14,972 |\n| Draft Retargeting Concept | 0% | 2.1% | $6,550 |\n| Draft Follow-Up | 38.1% | 5.2% | $16,220 |\n| Draft Value Option | 42.8% | 12.1% | $37,743 |\n\n**Recoverable Sample Cart Value (contactable carts only):** $2,073.00\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.\n[CartAbandonmentRecoveryAgent] **Prepared for:** Growth Manager (aggregate conversion scenarios and experiment design)\n\n# Recovery Forecast (48 hours)\n\n| Segment | Recovery | Revenue |\n|---|---|---|\n| VIP | 45% | $8,280 |\n| Repeat buyers | 38% | $9,196 |\n| New visitors | 22% | $11,616 |\n| Other shoppers | 28% | $8,848 |\n| **Total** | **30%** | **$37,940** |\n\n**Benchmark:** Industry 18% -> Your target 27%\n**Monthly Impact:** Current $172K -> Optimized $228K (+$56K/month)\n\nModeled forecast from synthetic segment recovery rates; not measured results.\n\nGenerate optimization recommendations?\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Synthetic Conversion Tracking",
        "Recovery Rate",
        "no cart or purchase is changed"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "CAR-05",
      "persona": "Marketing Manager",
      "onepager_promise": "Generate personalized offers to maximize conversion and maintain profitability",
      "prompt": "As Marketing Manager, what personalized offers should we make to win back our top abandoned-cart shoppers?",
      "assistant_response": "Here's the personalized recovery plan, by segment:\n\n- **Sarah M. \u2014 $892 VIP cart**: \"Your favorite bags are 40% off\" + double loyalty points, delivered via email + SMS (your highest-value single opportunity today)\n- **High-Value shoppers (8,400 carts)**: VIP early access to new arrivals + 3X points, via email\n- **Point-Expiry segment (12,000 carts)**: \"Use your points before they expire\" + 25% bonus points, email + push\n- **Lapsed Browsers (13,600 carts)**: Reminder of viewed items + 20% off + free shipping, via email + retargeting ads\n\nAll offers sit within your approved discount guardrails \u2014 nothing goes out yet, this is a draft for your review.\n\nWant me to turn this into a full launch-ready campaign (sequencing, timing, and channel mix) for approval?",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Marketing Manager (margin-aware recovery planning and approval gates)\n\n# Personalized Recovery Strategies (Proposed)\n\nPersonalized strategies by segment, proposed for your approval:\n\n| Audience | Offer | Channel |\n|---|---|---|\n| Sarah M. ($892 VIP) | \"Your favorite bags are 40% off\" + double points | Email + SMS |\n| High-Value (8,400) | VIP early access + 3X points | Email |\n| Point Expiry (12,000) | \"Use before they expire\" + 25% bonus | Email + push |\n| Lapsed Browsers (13,600) | Items viewed + 20% off + free shipping | Email + retargeting |\n\nOffers stay within the approved discount guardrails; nothing is sent until you approve and launch.\n\nLaunch campaigns?\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Personalized Recovery Strategies",
        "Sarah M.",
        "Point Expiry (12,000)"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "CAR-06",
      "persona": "Growth Manager",
      "onepager_promise": "Forecast recovery and revenue impact to optimize strategy and campaign ROI",
      "prompt": "As Growth Manager, how much revenue should we expect to win back over the next two days, and how does that compare to the industry?",
      "assistant_response": "Here's the 48-hour outlook (via the recovery forecast agent):\n\n- **Expected recovery: ~$37,940** across today's abandoned carts, at a blended **30% recovery rate**\n- Breakdown: VIP 45% ($8,280), Repeat buyers 38% ($9,196), New visitors 22% ($11,616), Other 28% ($8,848)\n\n**vs. Industry:**\n- Industry average recovery rate is **18%** \u2014 your projected 30% (targeting 27% sustained) is significantly ahead\n- At that pace, monthly recovered revenue would go from a current ~$172K baseline to an optimized **~$228K/month** (+$56K)\n\nNote: this is a modeled forecast from synthetic data for planning purposes, not live measured results. Want me to pull optimization recommendations to help push that rate even higher?",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Growth Manager (aggregate conversion scenarios and experiment design)\n\n# Recovery Forecast (48 hours)\n\n| Segment | Recovery | Revenue |\n|---|---|---|\n| VIP | 45% | $8,280 |\n| Repeat buyers | 38% | $9,196 |\n| New visitors | 22% | $11,616 |\n| Other shoppers | 28% | $8,848 |\n| **Total** | **30%** | **$37,940** |\n\n**Benchmark:** Industry 18% -> Your target 27%\n**Monthly Impact:** Current $172K -> Optimized $228K (+$56K/month)\n\nModeled forecast from synthetic segment recovery rates; not measured results.\n\nGenerate optimization recommendations?\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Recovery Forecast (48 hours)",
        "$37,940",
        "+$56K/month"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "CAR-07",
      "persona": "Growth Manager",
      "onepager_promise": "Forecast recovery and revenue impact to optimize strategy and campaign ROI",
      "prompt": "As Growth Manager, what else could we change to lift our recovery rate further?",
      "assistant_response": "Here's what could push your recovery rate from 27% to an estimated 35% (all drafted, nothing live yet):\n\n**Top opportunities, ranked by impact:**\n1. **Exit-intent popup** (\"Wait! 10% off\") \u2014 +$18K/mo, same-day to implement, 8-12% conversion\n2. **SMS across all segments** (not just top-tier) \u2014 +$12K/mo\n3. **Dynamic pricing** on recovery offers \u2014 +$8K/mo\n4. **Lower free-shipping threshold** ($75 \u2192 $65) \u2014 +$6K/mo\n5. **One-click wallet checkout** (Apple/Google Pay) \u2014 +$4K/mo\n\n**Key insight:** 42% of abandonment happens right when shipping cost is revealed \u2014 that's your biggest lever. Either lower the threshold or offer a flat $5 rate.\n\n**Quickest win:** the exit-intent popup \u2014 minimal build effort, fastest payback.\n\nWant me to pull these into a full recovery program draft for approval, or model the incentive cost tradeoffs first?",
      "agent_logs": "[CartAbandonmentRecoveryAgent] **Prepared for:** Growth Manager (aggregate conversion scenarios and experiment design)\n\n# Recovery Optimization Recommendations\n\n5 optimizations to push recovery 27% -> 35%:\n\n| Opportunity | Impact |\n|---|---|\n| Exit intent popup | +$18K/mo |\n| SMS all segments | +$12K/mo |\n| Dynamic pricing | +$8K/mo |\n| Lower shipping ($75>$65) | +$6K/mo |\n| Express wallet checkout | +$4K/mo |\n\n**Quick Win:** Exit intent popup - \"Wait! 10% off\" - 8-12% conversion, same-day implementation\n**Insight:** 42% abandon at shipping reveal - lower threshold or flat $5 rate\n\nEach change is a recommendation for approval; nothing is changed on the site.\n\nSummarize complete strategy?\n\n> Synthetic aggregate planning data. Drafts and scenarios only; no shopper is contacted, no message or offer is sent, and no cart or purchase is changed.",
      "expected_agent": null,
      "must_include": [
        "Recovery Optimization Recommendations",
        "Exit intent popup",
        "Quick Win"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    }
  ]
}