{
  "schema": "aibast-canonical-transcripts/1.0",
  "captured_at": "2026-10-07T01:20:20.693447+00:00",
  "solution": "@aibast-agents-library/license-renewal-expansion",
  "onepager": "36. License Renewal and Expansion Agent one-pager.pptx",
  "brainstem_version": "0.6.16",
  "loaded_tools_after_capture": [
    "LicenseRenewalExpansionAgent"
  ],
  "agent_sources": [
    {
      "path": "agents/@aibast-agents-library/software_dp_stacks/license_renewal_expansion_stack/license_renewal_expansion_agent.py",
      "sha256": "fd97d48a5ec515d3308e1d0358aa822a3559a12609832fd072992666c59c80d6"
    }
  ],
  "case_file": "tests/demo_cases/license-renewal-expansion.json",
  "case_file_sha256": "5bac721770d503307abf68891e288fe7c9f68bf5da9f875ba40c0aec24a5787c",
  "strict_isolation": true,
  "transcripts": [
    {
      "case_id": "LRE-01",
      "persona": "Sales Leadership",
      "onepager_promise": "Assess account health and usage signals for targeted, proactive renewal planning",
      "prompt": "Review the bundled synthetic renewal pipeline, risk bands, and preparation checklist without changing CRM or forecast records.",
      "assistant_response": "Here's the read-only snapshot \u2014 no CRM or forecast records were touched.\n\n**Pipeline overview:** $1.97M total renewal ARR, with $1.32M flagged as at-risk.\n\n**Risk bands:**\n- \ud83d\udfe2 **LOW** \u2014 Skyline Hospitality ($360K), GlobalBank ($1M), Pinnacle Insurance ($288K) \u2014 healthy accounts, scores 87-94\n- \ud83d\udfe1 **MEDIUM** \u2014 Redwood Supply Chain ($192K), health 62\n- \ud83d\udd34 **HIGH** \u2014 ClearView Analytics ($72K, health 29), Granite Construction ($54K, health 35) \u2014 these need immediate attention\n\n**Prep checklist (draft):**\n1. Validate usage, support, stakeholder, and competitive evidence per account\n2. Review value evidence and renewal options with authorized commercial owners\n3. Hold customer-facing materials until pricing/legal/account review is complete\n\nNote: all figures are synthetic planning data \u2014 nothing here was sent, priced, or written back anywhere. Want me to pull expansion opportunities or churn-risk detail on the two HIGH-risk accounts?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Renewal Pipeline\n\n**Total Renewal ARR:** $1,966,000\n**At-Risk ARR (accounts with churn signals):** $1,318,000\n\n| Customer | ARR | Renewal Date | Health | Risk | CSM |\n|----------|-----|-------------|--------|------|-----|\n| Skyline Hospitality Group | $360,000 | 2026-04-15 | 94 | LOW | James Okafor |\n| GlobalBank | $1,000,000 | 2026-04-30 | 87 | LOW | Dana Reeves |\n| Pinnacle Insurance Corp | $288,000 | 2026-04-30 | 88 | LOW | Dana Reeves |\n| ClearView Analytics | $72,000 | 2026-05-15 | 29 | HIGH | James Okafor |\n| Redwood Supply Chain | $192,000 | 2026-06-01 | 62 | MEDIUM | Dana Reeves |\n| Granite Construction Co | $54,000 | 2026-07-01 | 35 | HIGH | Dana Reeves |\n\n## Draft Renewal Preparation Checklist\n- Validate usage, support, stakeholder, and competitive evidence.\n- Review value evidence and renewal options with authorized commercial owners.\n- Draft customer-facing materials only after pricing, legal, and account review.\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Renewal Pipeline",
        "Draft Renewal Preparation Checklist",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-02",
      "persona": "Account Executive",
      "onepager_promise": "Generate optimized renewal pricing and packaging so teams can close deals faster",
      "prompt": "Identify synthetic demand signals and draft packaging options that still require authorized pricing review.",
      "assistant_response": "Here's the demand signal snapshot (all synthetic, pricing review still required before anything moves forward):\n\n**Total expansion potential: $307K across 4 accounts**\n\n- **GlobalBank** ($175K): 500-user waitlist, 12/15 modules active \u2192 seat expansion opportunity\n- **Pinnacle Insurance** ($60K): API usage +45% QoQ, SSO requested for 3 subsidiaries \u2192 seats + API premium + SSO tiers\n- **Skyline Hospitality** ($42K): 12 new locations opening, bulk pricing ask, custom integration POC \u2192 seats + custom integration\n- **Redwood Supply Chain** ($30K): inquiring about analytics add-on \u2192 seats + analytics add-on\n\n**Draft packaging approach for each** (none of this is live pricing \u2014 just options to route for approval):\n1. Keep current plan, add only the evidence-backed capability\n2. Staged expansion vs. broader bundle \u2014 compare before negotiating\n3. No concessions applied unless an authorized pricing workflow signs off\n\nNothing here has been priced, proposed, or sent \u2014 want me to pull the renewal proposal or revenue impact view for one of these accounts next?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Expansion Opportunities\n\n**Total Expansion Potential:** $307,000\n\n## GlobalBank (Current ARR: $1,000,000)\n**Expansion Potential:** $175,000\n\n**Signals:**\n- Waitlist demand: 500 users\n- 12 of 15 modules actively used\n\n| Expansion Item | Value |\n|---------------|-------|\n| Additional Seats | $175,000 |\n\n**Draft Packaging Options (authorized review required):**\n- Preserve the current plan and add only the evidence-backed capability.\n- Compare a staged expansion with a broader package before negotiation.\n- Apply no concession unless an authorized pricing workflow approves it.\n\n## Pinnacle Insurance Corp (Current ARR: $288,000)\n**Expansion Potential:** $60,000\n\n**Signals:**\n- API usage +45% QoQ\n- Requested SSO for 3 subsidiaries\n\n| Expansion Item | Value |\n|---------------|-------|\n| Additional Seats | $6,000 |\n| Api Premium | $18,000 |\n| Sso Subsidiary | $36,000 |\n\n**Draft Packaging Options (authorized review required):**\n- Preserve the current plan and add only the evidence-backed capability.\n- Compare a staged expansion with a broader package before negotiation.\n- Apply no concession unless an authorized pricing workflow approves it.\n\n## Skyline Hospitality Group (Current ARR: $360,000)\n**Expansion Potential:** $42,000\n\n**Signals:**\n- Opening 12 new locations\n- Requested bulk seat pricing\n- Custom integration POC\n\n| Expansion Item | Value |\n|---------------|-------|\n| Additional Seats | $6,000 |\n| Custom Integration | $36,000 |\n\n**Draft Packaging Options (authorized review required):**\n- Preserve the current plan and add only the evidence-backed capability.\n- Compare a staged expansion with a broader package before negotiation.\n- Apply no concession unless an authorized pricing workflow approves it.\n\n## Redwood Supply Chain (Current ARR: $192,000)\n**Expansion Potential:** $30,000\n\n**Signals:**\n- Inquired about analytics add-on\n\n| Expansion Item | Value |\n|---------------|-------|\n| Additional Seats | $6,000 |\n| Analytics Addon | $24,000 |\n\n**Draft Packaging Options (authorized review required):**\n- Preserve the current plan and add only the evidence-backed capability.\n- Compare a staged expansion with a broader package before negotiation.\n- Apply no concession unless an authorized pricing workflow approves it.\n\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Expansion Opportunities",
        "Draft Packaging Options",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-03",
      "persona": "Customer Success Manager",
      "onepager_promise": "Identify competitive threats and switching costs to support negotiation strategy",
      "prompt": "Which synthetic accounts show churn or competitor risk, and what switching-cost assumptions require validation?",
      "assistant_response": "Here's the churn/competitor risk snapshot (synthetic data, $1.318M ARR at risk total):\n\n**Highest risk:**\n- **ClearView Analytics** ($72K ARR) \u2014 health 29, usage down 32%, exec sponsor left, active competitor eval. Switching-cost estimate: $500K ($180K migration + $120K retraining + $200K integration rebuild) \u2014 needs validation.\n- **Granite Construction Co** ($54K ARR) \u2014 health 35, admin inactive 45 days, missed 2 QBRs.\n\n**Moderate risk:**\n- **Redwood Supply Chain** ($192K ARR) \u2014 healthy overall (62) but budget freeze flagged in last QBR.\n\n**Watch (strong account, real threat):**\n- **GlobalBank** ($1M ARR) \u2014 health 87, strong usage, but FinTech Solutions is dangling a 30% discount. Same $500K switching-cost estimate applies here, also unvalidated.\n\n**Bottom line:** the $500K switching-cost figure (migration/retraining/integration) is a reused illustrative assumption on both ClearView and GlobalBank \u2014 don't treat it as account-specific until confirmed with the customer and your commercial team. Want me to pull the competitive defense plan for GlobalBank or ClearView?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Churn Risk Assessment\n\n**Total ARR at Risk:** $1,318,000\n\n## ClearView Analytics (ARR: $72,000)\n- Health Score: 29\n- NPS: 34\n- Seat Utilization: 60.0%\n- Usage Trend: declining\n- Support Tickets (90d): 18\n\n**Churn Signals:**\n- Usage down 32%\n- Executive sponsor departed\n- Competitor eval detected\n\n**Synthetic Switching-Cost Review:**\n- Data Migration: $180,000\n- User Retraining: $120,000\n- Integration Rebuild: $200,000\n- Illustrative total switching-cost assumption: $500,000\n- Validate every component with the customer and authorized commercial owners before use.\n\n## Granite Construction Co (ARR: $54,000)\n- Health Score: 35\n- NPS: 41\n- Seat Utilization: 60.0%\n- Usage Trend: declining\n- Support Tickets (90d): 11\n\n**Churn Signals:**\n- Primary admin inactive 45 days\n- Missed last 2 QBRs\n\n## Redwood Supply Chain (ARR: $192,000)\n- Health Score: 62\n- NPS: 65\n- Seat Utilization: 98.8%\n- Usage Trend: stable\n- Support Tickets (90d): 7\n\n**Churn Signals:**\n- Budget freeze mentioned in QBR\n\n## GlobalBank (ARR: $1,000,000)\n- Health Score: 87\n- NPS: 72\n- Seat Utilization: 99.4%\n- Usage Trend: increasing\n- Support Tickets (90d): 3\n\n**Churn Signals:**\n- Competitor offer: FinTech Solutions at a 30% discount\n\n**Synthetic Switching-Cost Review:**\n- Data Migration: $180,000\n- User Retraining: $120,000\n- Integration Rebuild: $200,000\n- Illustrative total switching-cost assumption: $500,000\n- Validate every component with the customer and authorized commercial owners before use.\n\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Churn Risk Assessment",
        "Synthetic Switching-Cost Review",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-04",
      "persona": "Sales Leadership",
      "onepager_promise": "Streamlines subscription renewal management and expansion planning, turning risk into growth opportunities while increasing win probability.",
      "prompt": "Compare the bundled synthetic renewal, expansion, and churn scenarios without making revenue commitments.",
      "assistant_response": "Here's the comparison (via the revenue_impact scenario tool, all synthetic planning data \u2014 no commitments made):\n\n**Base Renewal ARR:** $1,966,000\n\n| Scenario | Projected ARR | Assumption |\n|---|---|---|\n| Best Case | $2,273,000 | Full expansion captured, zero churn |\n| Illustrative midpoint | $1,693,400 | 40% of expansion realized, 30% churn |\n| Worst Case | $648,000 | No expansion, full churn |\n\n**Key inputs:**\n- Expansion potential: $307,000\n- Churn risk exposure: $1,318,000\n\n**Recommendations (read-only):**\n- Prioritize executive attention on high-churn-risk accounts\n- Draft expansion packaging where demand signals exist\n- Consider CSM capacity for higher-risk accounts\n\nThis is illustrative planning evidence only \u2014 no pricing, concessions, or proposals were approved or sent. Want me to drill into churn_risk or expansion_opportunities for the accounts driving these numbers?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Synthetic Revenue Scenario\n\n**Base Renewal ARR:** $1,966,000\n**Expansion Potential:** $307,000\n**Churn Risk ARR:** $1,318,000\n\n## Scenarios\n\n| Scenario | Projected ARR |\n|----------|--------------|\n| Best Case (full expansion, no churn) | $2,273,000 |\n| Illustrative midpoint assumption (40% expansion, 30% churn) | $1,693,400 |\n| Worst Case (no expansion, full churn) | $648,000 |\n\n## Recommendations\n- Prioritize executive engagement for high-churn-risk accounts.\n- Prepare expansion options for authorized review where demand signals are present.\n- Review whether CSM capacity should be adjusted for higher-risk synthetic accounts.\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Synthetic Revenue Scenario",
        "Illustrative midpoint assumption",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-05",
      "persona": "Account Executive",
      "onepager_promise": "Analyze customer health, feature adoption, usage spikes, and waitlisted demand",
      "prompt": "GlobalBank license expires in 45 days. Currently 2,000 seats at $1M ARR. Usage shows they need 500 more seats. Competitor offering 30% discount.",
      "assistant_response": "Here's the picture on GlobalBank (via the LicenseRenewalExpansionAgent):\n\n**Health score: 87/100 \u2014 strong, you have leverage**\n- 99.4% seat utilization (1,987 of 2,000 active) \u2014 not a shelf-ware risk\n- Waitlist of 500 users confirms real expansion demand\n- $4.2M in documented customer cost savings, 12/15 modules in active use\n- API usage growing 15% month-over-month, NPS of 72\n- Competitor (FinTech Solutions) is circling with a 30% discount offer\n\nTakeaway: usage and satisfaction are high, so the discount threat is less about dissatisfaction and more about price pressure. The 500-seat waitlist is your strongest card \u2014 it reframes the renewal conversation from \"defend the price\" to \"fund the expansion.\"\n\nWant me to pull the **competitive defense strategy** (how to counter the discount) or go straight to the **renewal proposal with expansion pricing**?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Account Analysis: GlobalBank\n\nLicense renews in 45 days (2026-04-30). Strong usage gives leverage despite the competitor discount.\n\n| Metric | Value | Signal |\n|---|---|---|\n| Current ARR | $1.0M (2,000 seats) | Baseline |\n| Active usage | 99.4% (1,987 users) | Excellent |\n| Waitlist demand | 500 users | Expansion |\n| Health score | 87/100 | Strong |\n| Competitor threat | FinTech Solutions | 30% discount |\n\n**Value Realized by GlobalBank:**\n- $4.2M documented cost savings\n- 12 of 15 modules actively used\n- API calls: 2.3M/month (growing 15% MoM)\n- NPS from their team: 72\n\nNext step: want to see the competitive defense strategy?\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Account Analysis: GlobalBank",
        "99.4%",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-06",
      "persona": "Customer Success Manager",
      "onepager_promise": "Compare competitive offers and calculate true switching costs",
      "prompt": "Yes, show me the competitive defense strategy.",
      "assistant_response": "Here's the competitive defense play against FinTech Solutions' 30% discount offer:\n\n**Their offer looks good on paper, but has hidden costs:**\n- 30% lower price, but only 78% feature parity\n- Migration would actually cost GlobalBank ~$500K (data migration $180K, retraining $120K, integration rebuild $200K)\n- 4-6 months of integration work vs. our already-completed setup\n\n**Our proposed counter:**\n- Match the 30% discount on renewal\n- Throw in premium support ($60K value) free\n- Lock in a 3-year term for stability\n- Add an executive roadmap session\n\nThis is a draft strategy \u2014 nothing's been priced, approved, or sent. Want me to build out the full renewal/expansion proposal with pricing next?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Competitive Defense Strategy\n\nFinTech Solutions is offering 30% off their enterprise tier. Counter-strategy based on the switching-cost analysis:\n\n## Competitor Offer Analysis\n\n| Factor | FinTech Solutions | Our Position |\n|---|---|---|\n| Price | 30% lower | Match + value-add |\n| Migration cost | $0 (their offer) | $500K actual cost |\n| Feature parity | 78% | 100% |\n| Integration work | 4-6 months | Already done |\n\n## Their Hidden Costs (draft to share with GlobalBank after review)\n- Data Migration: 6-week project = $180K\n- User Retraining: 2,000 users, plus productivity loss = $120K\n- Integration Rebuild: 8 custom connections = $200K\n- Total switching cost: ~$500K\n\n## Our Counter-Strategy (draft options for authorized pricing review)\n- Match their 30% discount on renewal\n- Add premium support ($60K value) at no charge\n- Lock a 3-year term for stability\n- Include an executive roadmap session\n\nNext step: should I build the renewal and expansion proposal with pricing?\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Competitive Defense Strategy",
        "~$500K",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-07",
      "persona": "Account Executive",
      "onepager_promise": "Identify credible expansion opportunities tied to user demand",
      "prompt": "Yes, build the renewal and expansion proposal.",
      "assistant_response": "Here's the draft renewal + expansion proposal for GlobalBank:\n\n**Deal structure**\n- Base renewal: 2,000 seats \u2192 $700K\n- Expansion: +500 seats \u2192 $175K\n- Premium support: included (worth $60K)\n- **Total ARR: $875K** on 2,500 seats\n\n**Pricing logic**\n- 30% discount matches the competitor's offer\n- 3-year term adds another 10% off \u2192 $787.5K/year effective\n- Still nets GlobalBank 25% more seats plus support bundled in\n\n**Why it should land**\n- Their modeled savings: $4.2M/year vs. $787.5K cost \u2192 ~5.3x ROI\n- Frames the renewal as growth, not just a save\n\nThis is a draft only \u2014 needs deal-desk/pricing sign-off before anything goes to the customer.\n\nWant me to put together the executive talking points next, or move straight to a negotiation plan?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Draft Renewal + Expansion Proposal: GlobalBank\n\nProposal draft that answers the competitor threat while capturing the 500-seat expansion.\n\n| Component | Quantity | Unit Price | Annual Value |\n|---|---|---|---|\n| Base renewal | 2,000 seats | $350/seat | $700K |\n| Expansion | 500 seats | $350/seat | $175K |\n| Premium support | Included | $0 | $60K value |\n| Total ARR | 2,500 seats | | $875K |\n\n## Proposal Positioning\n- 30% discount applied to the $500/seat list price (matches competitor)\n- 3-year term: additional 10% = $787.5K/year\n- List value $1,250K -> $787.5K (37% effective discount)\n- But: 25% more seats, premium support included\n\n## ROI for GlobalBank\n- Their cost savings: $4.2M annually\n- Their cost: $787.5K per year\n- ROI: 5.3x return on investment\n\nDraft for deal-desk and pricing approval; not sent to the customer.\n\nNext step: want me to prepare the executive presentation and talking points?\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "$787.5K/year",
        "5.3x",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-08",
      "persona": "Account Executive",
      "onepager_promise": "Get a pricing and packaging strategy with pre\u2011approved concessions",
      "prompt": "Yes, create the executive presentation with talking points.",
      "assistant_response": "Here's the executive presentation outline for GlobalBank (LIC-3000), via the **LicenseRenewalExpansionAgent**:\n\n**8-Slide Structure:**\n1. Title \u2014 Strategic partnership renewal\n2. Partnership Value \u2014 $4.2M savings delivered\n3. Usage Success \u2014 99.4% adoption, 12 modules active\n4. Growth Support \u2014 500 new seats for waitlisted teams\n5. Competitive Comparison \u2014 TCO showing $500K switching cost\n6. Proposal Summary \u2014 2,500 seats, 3-year commitment\n7. Roadmap Preview \u2014 features launching next 12 months\n8. Next Steps \u2014 decision needed 30 days before expiry\n\n**Key Talking Points:**\n- \"You've realized $4.2M in savings \u2014 5x your investment\"\n- \"Switching costs $500K+ before any productivity loss\"\n- \"We're matching their price AND adding premium support\"\n- \"A 3-year term locks in today's pricing against inflation\"\n\n12 objection-handler responses are also drafted for sales enablement review.\n\n\u26a0\ufe0f All figures are synthetic planning evidence \u2014 nothing here sent, priced, or approved anything.\n\nWant me to pull the negotiation strategy and approvals needed next?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Draft Executive Presentation\n\nExecutive presentation outline ready with 8 slides focused on value realization and strategic partnership.\n\n## Presentation Structure\n1. Title - GlobalBank strategic partnership renewal\n2. Partnership Value - $4.2M savings delivered\n3. Usage Success - 99.4% adoption, 12 modules active\n4. Growth Support - 500 new seats for waitlisted teams\n5. Competitive Comparison - TCO analysis showing $500K switching cost\n6. Proposal Summary - 2,500 seats, 3-year commitment\n7. Roadmap Preview - features launching in the next 12 months\n8. Next Steps - executive decision 30 days before expiry\n\n## Key Talking Points\n- \"You've realized $4.2M in savings - 5x your investment\"\n- \"Switching costs $500K+ before any productivity loss\"\n- \"We're matching their price AND adding premium support\"\n- \"A 3-year term locks in today's pricing against inflation\"\n\n**Objection Handlers:** 12 prepared responses drafted for sales enablement review.\n\nNext step: ready to see the negotiation strategy and the approvals you need?\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Draft Executive Presentation",
        "Key Talking Points",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-09",
      "persona": "Sales Leadership",
      "onepager_promise": "Get a pricing and packaging strategy with pre\u2011approved concessions",
      "prompt": "Yes, show me negotiation strategy and what approvals I need.",
      "assistant_response": "Here's the negotiation plan for GlobalBank's renewal (LIC-3000):\n\n**Negotiation Boundaries**\n- **Discount:** floor 30%, target 25% \u2014 pre-approved if term is 3 years\n- **Term:** push for 3 years (vs. 1-year floor) \u2014 no approval needed\n- **Payment:** aim for annual upfront (vs. Net 60) \u2014 needs Finance sign-off\n- **Premium support:** keep included \u2014 needs VP Sales\n- **Implementation (new modules):** waive to $0 \u2014 needs VP Sales\n\n**Approvals to Line Up** (these are requests to route, not granted yet)\n- **Finance** \u2014 confirm 30% discount is acceptable for a 3-year term\n- **Legal** \u2014 contract template is drafted, pending redline review\n- **VP Sales** \u2014 sign off on implementation fee waiver\n- **CFO** \u2014 only needed if discount exceeds 35%\n\n**Strategy:** Lead with the value story (~$4.2M synthetic savings estimate), anchor at 25% discount, concede to 30% if needed, and trade any extra discount for a longer term or upfront payment.\n\nWant me to prep the executive meeting brief or draft the proposal next?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Negotiation Plan and Required Approvals\n\nNegotiation path mapped; internal approvals are listed as requests to route, not granted approvals.\n\n## Negotiation Boundaries\n\n| Lever | Floor | Target | Approval Needed |\n|---|---|---|---|\n| Discount | 30% | 25% | Pre-approved policy for a 3-year term |\n| Term | 1 year | 3 years | None (standard) |\n| Payment | Net 60 | Annual upfront | Finance |\n| Premium support | Included | Included | VP Sales |\n| Implementation | $0 | $0 for new modules | VP Sales |\n\n## Internal Approvals to Request (pre-staged drafts)\n- Finance: request confirmation of the 30% discount for a 3-year term\n- Legal: contract template ready for review; redlines pending\n- VP Sales: implementation waiver to request\n- CFO: required only if the discount exceeds 35%\n\n## Negotiation Strategy\n- Lead with value ($4.2M savings)\n- Anchor on a 25% discount, concede to 30%\n- Trade discount for a longer term or upfront payment\n\nNext step: should I prepare the executive meeting request and the proposal for you to send?\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "Negotiation Boundaries",
        "Approvals to Request",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LRE-10",
      "persona": "Sales Leadership",
      "onepager_promise": "Get a pricing and packaging strategy with pre\u2011approved concessions",
      "prompt": "Yes, send the proposal and summarize our renewal strategy.",
      "assistant_response": "Here's your GlobalBank renewal package (drafted, not sent \u2014 I can't send anything, only prepare it):\n\n**Deal Terms**\n- ARR: $1.0M \u2192 $787.5K/yr (-21%), but seats 2,000 \u2192 2,500 (+25%)\n- Term: 3 years, TCV: $2.36M\n- Positioned against a competitive 30% discount threat ($500K switching cost identified as leverage)\n\n**Strategy**\n- Lead with usage proof: 99.4% utilization, 87 health score, $4.2M value delivered\n- Use the 500-seat waitlist as expansion justification, not just a defensive renewal\n- 8-slide exec deck with objection handlers is ready\n- Modeled win probability: 78% (up from 52% baseline)\n\n**Next Steps**\n- Executive meeting requested for next week\n- Decision needed within 30 days of expiration\n- Contract template ready for legal/approvals review\n\nEverything here is synthetic demo data and nothing was actually sent or approved \u2014 want me to pull the full proposal doc or the exec deck talking points?",
      "agent_logs": "[LicenseRenewalExpansionAgent] # Renewal Strategy Summary\n\nThe proposal and meeting request for GlobalBank's VP of Technology are ready for you to send (not sent). Complete renewal strategy:\n\n## Session Summary\n- Account analysis - 99.4% usage, 87 health score, $4.2M value delivered\n- Competitive defense - $500K switching cost identified, 30% match strategy\n- Expansion capture - 500 additional seats from waitlist demand\n- Pricing proposal - $787.5K/year for 2,500 seats (3-year term)\n- Executive presentation - 8 slides with objection handlers\n- Approvals - routed as requests; contract template ready for review\n\n## Deal Metrics\n\n| Metric | Original | Proposed |\n|---|---|---|\n| ARR | $1.0M | $787.5K (-21%) |\n| Seats | 2,000 | 2,500 (+25%) |\n| Term | 1 year | 3 years |\n| TCV | | $2.36M |\n\n## Next Steps\n- Executive meeting: request for next week\n- Decision timeline: 30 days before expiration\n- Win probability (modeled): 78% (up from 52%)\n\nThe renewal defense is positioned to retain $2.36M TCV against the competitive threat.\n\n**Synthetic source model:** Bundled subscription, usage, support, and planning records.\n\n**Evidence boundary:** Exact names, dates, seats, scores, prices, ARR, percentages, and projections are synthetic planning evidence. This read-only output did not approve a concession, change pricing, create or send a proposal, write a CRM record, or contact a customer.",
      "expected_agent": "LicenseRenewalExpansionAgent",
      "must_include": [
        "$2.36M",
        "not sent",
        "Evidence boundary"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    }
  ]
}
