{
  "schema": "aibast-canonical-transcripts/1.0",
  "captured_at": "2026-10-07T01:20:34.459526+00:00",
  "solution": "@aibast-agents-library/wealth-insights-generator",
  "onepager": "42. Wealth Insights Generator Agent one-pager.pptx",
  "brainstem_version": "0.6.16",
  "loaded_tools_after_capture": [
    "WealthInsightsGeneratorAgent"
  ],
  "agent_sources": [
    {
      "path": "agents/@aibast-agents-library/financial_services_stacks/wealth_insights_generator_stack/wealth_insights_generator_agent.py",
      "sha256": "230447b12117df1be4b4a2c6327d924a2b243139a896e8335cd4aaf885cc0109"
    }
  ],
  "case_file": "tests/demo_cases/wealth-insights-generator.json",
  "case_file_sha256": "2db801de4704ff8a82d57cded4aa1cefa911fbb6f868eb87a28bae9ef290e8cb",
  "strict_isolation": true,
  "transcripts": [
    {
      "case_id": "WIG-01",
      "persona": "Advisory Director",
      "onepager_promise": "Fixed market snapshot",
      "prompt": "Give me the fixed market snapshot for the morning huddle and label whether it is current data.",
      "assistant_response": "Here's the market snapshot for the morning huddle:\n\n**\u26a0\ufe0f Label: This is NOT current data.** It's a fixed, synthetic demo snapshot \u2014 fictional numbers frozen for demo purposes, not live market data.\n\n**Index Performance**\n| Index | Level | YTD | P/E | Yield |\n|---|---|---|---|---|\n| S&P 500 | 5,285.42 | +4.8% | 22.1 | 1.35% |\n| NASDAQ | 16,742.15 | +6.2% | 28.5 | 0.72% |\n| Dow Jones | 39,180.50 | +3.1% | 19.8 | 1.82% |\n| MSCI EAFE | 2,385.70 | +5.5% | 15.2 | 2.95% |\n| US Agg Bond | 98.45 | +1.2% | \u2014 | 4.45% |\n| 10-Yr Treasury | 4.28 | +0.0% | \u2014 | 4.28% |\n| Gold (oz) | 2,185.30 | +8.1% | \u2014 | \u2014 |\n\n**Key takeaways:**\n- NASDAQ leads equity momentum\n- EAFE outperforming on dollar weakness\n- Treasury yields flat, bonds modestly positive\n- Gold rallying on geopolitical risk\n\nSynthetic demo data only \u2014 not investment advice, and requires licensed-advisor review before any client-facing use.",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Fixed Synthetic Market Snapshot\n\n## Index Performance\n\n| Index | Current | YTD Return | P/E | Yield |\n|---|---|---|---|---|\n| S&P 500 | 5,285.42 | +4.8% | 22.1 | 1.35% |\n| NASDAQ Composite | 16,742.15 | +6.2% | 28.5 | 0.72% |\n| Dow Jones Industrial | 39,180.50 | +3.1% | 19.8 | 1.82% |\n| MSCI EAFE | 2,385.70 | +5.5% | 15.2 | 2.95% |\n| Bloomberg US Agg Bond | 98.45 | +1.2% | N/A | 4.45% |\n| 10-Year Treasury | 4.28 | +0.0% | N/A | 4.28% |\n| Gold (per oz) | 2,185.30 | +8.1% | N/A | N/A |\n\n## Key Observations\n\n- Equity markets continue positive YTD momentum; NASDAQ leading at +6.2%\n- International developed markets (EAFE) outperforming on weaker dollar\n- Fixed income subdued with 10-Year Treasury at 4.28%\n- Gold rally continues (+8.1% YTD) on geopolitical uncertainty\n\n**Named-client AUM in this snapshot:** $57,300,000",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "NASDAQ Composite",
        "Fixed Synthetic"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-02",
      "persona": "Wealth Advisor",
      "onepager_promise": "Analyze client portfolios and surface held-away wealth to uncover expansion opportunities",
      "prompt": "Which household has the largest held-away opportunity and what life event needs validation?",
      "assistant_response": "The **Morrison Family (WM-005)** has the largest held-away opportunity \u2014 $16M of their $28M total wealth (57%) sits outside the firm, mostly concentrated company stock ($8M) and real estate ($6M).\n\n**Life event needing validation:** David Morrison's mentioned **5-year retirement timeline**, paired with concern over potential tech-sector layoffs and $800K in RSUs vesting next quarter. This should be confirmed with him before any planning recommendations are made \u2014 it's a synthetic signal, not verified fact.\n\nWant me to pull the planning gaps or a suggested engagement approach for this household?",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Client Deep Dive: Morrison Family (WM-005)\n\n| Detail | Information |\n|---|---|\n| Total wealth | $28M |\n| With us | $12M (43%) |\n| Held away | $16M (57%) |\n\n**Held-Away Assets:**\n\n| Asset | Value | Opportunity |\n|---|---|---|\n| Company stock | $8M | Diversification |\n| Real estate | $6M | 1031 exchange |\n| Cash | $2M | Yield enhancement |\n\n**Concentration Risk:** Single stock = 29% of wealth ($8M), tech sector, $800K RSUs vesting next quarter\n\n**Conversation Trigger:** David mentioned 5-year retirement timeline, showed concern about tech layoffs\n\nSource: [CRM + Account Aggregation] Agents: ClientInsightsAgent, OpportunityIdentificationAgent\n\n**Next step:** see planning gaps?",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "WM-005",
        "Held Away"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-03",
      "persona": "Relationship Manager",
      "onepager_promise": "Detect planning gaps and risk exposures to support proactive client conversations",
      "prompt": "Which clients have high-priority planning signals for advisor review?",
      "assistant_response": "**High-priority signals (3):**\n\n- **Morrison Family** \u2014 $800K RSUs vesting next quarter, tech stock concentration at 29% of wealth, 5-yr retirement horizon \u2192 $48K impact, high readiness\n- **Harrison Family Trust** \u2014 529 deadline approaching ahead of daughter's college enrollment \u2192 $6K impact, high readiness\n- **Dr. Anita Rao** \u2014 Practice sale in 2\u20133 years, needs pre-sale tax/asset protection planning \u2192 $22K impact, medium readiness\n\nMorrison is top priority given size and urgency. All synthetic/demo data \u2014 advisor review required before any outreach.",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Opportunity Alerts (ranked by relationship readiness, then impact)\n\n## High Priority\n\n| Client | Signal | Est. annual impact | Readiness | Recommended action |\n|---|---|---|---|---|\n| Morrison Family | Single tech stock is 29% of family wealth with $800K RSUs vesting next quarter; 5-year retirement timeline | $48,000 | High | Personal call this week to propose a retirement readiness review |\n| Harrison Family Trust | 529 plan contribution deadline approaching; daughter's college enrollment next fall | $6,000 | High | Schedule meeting to review education funding plan |\n| Dr. Anita Rao | Practice sale in 2-3 years; begin pre-sale tax and asset protection planning | $22,000 | Medium | Engage tax advisor for sale structuring |\n\n## Medium Priority\n\n| Client | Signal | Est. annual impact | Readiness | Recommended action |\n|---|---|---|---|---|\n| Chen Family | Business sale closing this year; proceeds likely held away | $23,000 | High | Call this week to discuss proceeds planning |\n| Thompson Family | Next generation joining the family office; $5.2M held away | $31,000 | Medium | Introduction meeting next week |\n| George & Martha Kensington | Estate plan last updated 2019; tax law changes require revision | $12,000 | Medium | Coordinate with estate attorney for plan update |\n| George & Martha Kensington | Client age 74; review Qualified Charitable Distribution strategy | $4,000 | Medium | Model QCD scenarios vs standard RMD |\n| Tidewater Ventures LLC | Portfolio underperforming benchmark; alternative allocation review needed | $9,000 | Low | Prepare alternative manager review presentation |\n\n**Total Alerts:** 8",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "Harrison Family Trust",
        "Dr. Anita Rao"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-04",
      "persona": "Portfolio Strategist",
      "onepager_promise": "Detect planning gaps and risk exposures to support proactive client conversations",
      "prompt": "Which synthetic client is below its benchmark, and what does the attribution label say?",
      "assistant_response": "**Tidewater Ventures LLC** (Alternative Focused strategy) is below benchmark: +3.9% YTD vs. +4.1% benchmark, alpha of **-0.2%**, labeled **\"Underperformance.\"**\n\nAll others are at or above benchmark. Remember, this is synthetic demo data \u2014 not real investment advice.",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Performance Attribution\n\n## Strategy Benchmarks\n\n| Strategy | Benchmark | 1-Year | 3-Year | 5-Year |\n|---|---|---|---|---|\n| Balanced Growth | 60/40 Balanced | 12.5% | 8.2% | 9.1% |\n| Aggressive Growth | 80/20 Growth | 18.2% | 10.5% | 11.8% |\n| Capital Preservation | 20/80 Conservative | 5.8% | 3.9% | 4.5% |\n| Alternative Focused | HFRI Fund Weighted | 8.4% | 6.1% | 7.2% |\n\n## Client Performance vs Benchmark\n\n| Client | Strategy | YTD | Benchmark | Alpha | Attribution |\n|---|---|---|---|---|---|\n| Harrison Family Trust | Balanced Growth | +5.2% | +4.1% | +1.1% | Selection + Allocation |\n| Dr. Anita Rao | Aggressive Growth | +7.8% | +6.2% | +1.6% | Selection + Allocation |\n| George & Martha Kensington | Capital Preservation | +2.1% | +1.8% | +0.3% | Allocation |\n| Tidewater Ventures LLC | Alternative Focused | +3.9% | +4.1% | -0.2% | Underperformance |\n| Morrison Family | Balanced Growth | +4.6% | +4.1% | +0.5% | Allocation |\n| Chen Family | Balanced Growth | +4.4% | +4.1% | +0.3% | Allocation |\n| Thompson Family | Capital Preservation | +2.4% | +1.8% | +0.6% | Allocation |\n\n**AUM-Weighted Alpha:** +0.53%",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "Tidewater Ventures",
        "Underperformance"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-05",
      "persona": "Wealth Advisor",
      "onepager_promise": "Produce personalized engagement materials instantly",
      "prompt": "Prepare my review brief for the Kensington household without turning it into advice or outreach.",
      "assistant_response": "Here's the draft review brief for the Kensington household (George & Martha) \u2014 prep material only, not advice or outreach:\n\n**Snapshot**\n- Managed AUM: $12.4M\n- Held-away assets: $1.85M\n- Risk profile: Conservative\n- Next review: Q2\n\n**Items to validate with the client**\n- Estate plan revision (last updated 2019 \u2014 may be stale given tax law changes)\n- RMD optimization\n\n**Discussion prompts for the advisor**\n- Confirm estate plan status and whether updates are needed\n- At age 74, consider reviewing Qualified Charitable Distribution strategy\n\nThis is purely draft background for the advisor to verify \u2014 no recommendations are implied, and nothing has been sent to the client. A licensed advisor needs to confirm all facts, suitability, and consent before any conversation happens.",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Draft Advisor Meeting Brief: George & Martha Kensington\n\n- **Managed AUM:** $12,400,000\n- **Held-away assets in synthetic snapshot:** $1,850,000\n- **Risk profile:** Conservative\n- **Next review:** Q2 review\n\n## Validate With the Client\n\n- Estate plan revision needed\n- RMD optimization\n\n## Discussion Prompts\n\n- Estate plan last updated 2019; tax law changes require revision\n- Client age 74; review Qualified Charitable Distribution strategy\n\nThis is preparation material, not a recommendation or customer communication. The advisor must validate facts, suitability, consent, and approved disclosures.",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "George & Martha Kensington",
        "preparation material"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-06",
      "persona": "Wealth Advisor",
      "onepager_promise": "Analyze client portfolios and surface held-away wealth to uncover expansion opportunities",
      "prompt": "Generate wealth insights for my top clients and identify opportunities to deepen relationships.",
      "assistant_response": "Here's the book-wide picture across your 85 UHNW families (synthetic demo data \u2014 needs advisor review before any client conversation):\n\n**Overview**\n- $2.4B managed, but an estimated $4.1B is held away \u2014 only 37% wallet share vs. a 55% target\n- Total near-term opportunity: ~$8.1M/year in potential revenue\n\n**Where the opportunities are:**\n| Category | # Clients | Revenue Potential |\n|---|---|---|\n| Wallet share growth | 34 | $4.2M/yr |\n| Planning gaps | 28 | $1.8M/yr |\n| Life events | 12 | $2.1M/yr |\n\n**Standout opportunity:** The Morrison Family (WM-005) \u2014 $8M in outside stock concentration, the single largest held-away opportunity in the book.\n\nWant me to pull the full detail on the Morrison Family opportunity, or rank the other high-priority planning signals by impact and readiness?",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Wealth Insights: 85 UHNW Families\n\nAnalyzed 85 UHNW clients - $840M in held-away assets in play across wallet share and planning gaps; $8.1M/year revenue potential.\n\n| Metric | Value |\n|---|---|\n| Total clients | 85 families |\n| AUM managed | $2.4B |\n| Held-away (est.) | $4.1B |\n| Wallet share | 37% (target 55%) |\n\n**Opportunities:**\n\n| Category | Clients | Revenue Potential |\n|---|---|---|\n| Wallet share growth | 34 | $4.2M/year |\n| Planning gaps | 28 | $1.8M/year |\n| Life events | 12 | $2.1M/year |\n\n**Top Opportunity:** Morrison Family - $8M outside stock concentration\n\nSource: [Portfolio + Wealth Estimates] Agents: WealthAnalyticsAgent, OpportunityIdentificationAgent\n\n**Next step:** dive into the Morrison Family?",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "85 families",
        "37% (target 55%)",
        "$4.2M/year"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-07",
      "persona": "Wealth Advisor",
      "onepager_promise": "Detect planning gaps and risk exposures to support proactive client conversations",
      "prompt": "What planning gaps does the Morrison Family have?",
      "assistant_response": "Called the **WealthInsightsGeneratorAgent** (planning_gaps). Here's what came back for the Morrison Family (synthetic data, advisor review required):\n\n**3 high-priority gaps:**\n1. **Estate planning** \u2014 Will is from 2016 (pre-TCJA), no living trust, beneficiaries not reviewed\n2. **Tax planning** \u2014 Currently reactive, not proactive\n3. **Investment** \u2014 Portfolio strong but has concentration risk needing diversification\n\n**Quantified opportunities:**\n- Stock diversification: $240K+ over 5 years\n- RSU coordination: $45K/year\n- Charitable giving: $80K one-time\n- Total 5-year tax opportunity: ~$545K vs. ~$48K/year in added fees from a $8M transfer (10x+ ROI on the relationship)\n\nWant me to pull the engagement strategy for approaching this expansion?",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Planning Gaps: Morrison Family (WM-005)\n\n3 areas need attention.\n\n| Area | Status | Priority |\n|---|---|---|\n| Investment | Strong (concentration to diversify) | High |\n| Estate planning | Outdated (8 yrs) | High |\n| Tax planning | Reactive | High |\n\n**Estate Gaps:** Will from 2016 (pre-TCJA), No living trust, Beneficiaries unchecked\n\n**Tax Opportunities:** Stock diversification $240K+ (over 5 years); RSU coordination $45K (per year); Charitable giving $80K (one time)\n\n**Service Expansion:** +$48K annual fees on a $8M transfer; about $545K of 5-year tax opportunities, 10x+ the annual fee.\n\nEstimates for advisor review; validate with the client's tax and estate professionals.\n\nSource: [Planning System] Agents: PlanningGapAgent, ClientInsightsAgent\n\n**Next step:** develop the engagement strategy?",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "Outdated (8 yrs)",
        "pre-TCJA",
        "+$48K annual fees"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-08",
      "persona": "Relationship Manager",
      "onepager_promise": "Produce personalized engagement materials instantly",
      "prompt": "How should I approach the Morrison relationship expansion?",
      "assistant_response": "Here's the game plan for Morrison (ran it through the engagement strategy agent \u2014 synthetic demo data, needs advisor sign-off before anything goes out):\n\n**This week:**\n- Personal call to reconnect, specifically around his retirement\n- Share an article on stock concentration risk (sets up the real conversation)\n- Propose a \"retirement readiness review\" meeting\n\n**Discovery meeting (within 2 weeks):**\n- Retirement timeline \u2014 confirm his actual target\n- Legacy/family goals \u2014 what he wants to leave behind\n- His confidence in the company stock outlook\n\n**Key talking points:** \"You've got ~5 years to do this right,\" managing taxes while de-risking the concentrated position, and an estate plan checkup.\n\n**Relationship touches:** invite to a client dinner next month, introduce him to the estate attorney partner.\n\nWant me to draft the outreach email and meeting agenda next?",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Engagement Strategy: Morrison Family Relationship Expansion\n\n**Phase 1: Immediate (This Week)**\n\n- Personal call (reconnect on retirement)\n- Share article (stock concentration risk)\n- Propose meeting (\"Retirement readiness review\")\n\n**Phase 2: Discovery Meeting (2 Weeks)**\n\n| Topic | Focus |\n|---|---|\n| Retirement vision | Timeline confirmation |\n| Legacy goals | Family intentions |\n| Company outlook | Confidence level |\n\n**Key Messages:** \"5 years to do this right\", \"Manage taxes while reducing risk\", \"Estate plan needs checkup\"\n\n**Touches:** Client dinner next month, Intro to estate attorney partner\n\nSource: [CRM + Engagement] Agents: RelationshipStrategyAgent\n\n**Next step:** draft the outreach?",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "Phase 1",
        "Retirement readiness review",
        "Legacy goals"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "WIG-09",
      "persona": "Advisory Director",
      "onepager_promise": "Analyze client portfolios and surface held-away wealth to uncover expansion opportunities",
      "prompt": "Give me the complete wealth insights summary with the immediate actions.",
      "assistant_response": "Here's the complete wealth insights summary (synthetic demo data, advisor review required):\n\n**Scope:** 85 UHNW families, $2.4B total AUM, current wallet share 37% \u2192 target 55%\n\n**Revenue pipeline \u2014 $8.1M/year total:**\n| Source | Revenue |\n|---|---|\n| Wallet share growth | $4.2M/year |\n| Planning gaps | $1.8M/year |\n| Life events | $2.1M/year |\n\n**Headline opportunity \u2014 Morrison Family:** $8M held-away transfer potential, $48K/year in new fees, $240K+ est. tax savings.\n\n**Immediate Actions:**\n1. **Today** \u2014 Send outreach email to Morrison Family\n2. **This week** \u2014 Call Chen Family\n3. **Next week** \u2014 Introductory outreach to Thompson Family\n\n\u26a0\ufe0f All figures are fictional/synthetic for planning purposes \u2014 nothing has been sent, and any real outreach or advice requires licensed-advisor review.\n\nWant me to pull up the Morrison engagement strategy or draft the meeting brief next?",
      "agent_logs": "[WealthInsightsGeneratorAgent] > **SYNTHETIC DEMO DATA \u2014 ADVISOR REVIEW REQUIRED.** Fictional clients, holdings, market snapshots, and planning signals only. This is not investment, tax, legal, estate-planning, or financial advice; no outreach or transaction has occurred.\n\n# Wealth Insights Summary: $8.1M Revenue Opportunity\n\n| Analysis | Result |\n|---|---|\n| Clients analyzed | 85 UHNW families |\n| Total AUM | $2.4B |\n| Wallet share | 37% -> 55% target |\n\n**Pipeline:**\n\n| Category | Revenue |\n|---|---|\n| Wallet share growth | $4.2M/year |\n| Planning gaps | $1.8M/year |\n| Life events | $2.1M/year |\n| **Total** | **$8.1M/year** |\n\n**Morrison:** $8M transfer, $48K/year fees, $240K+ tax savings\n\n**Immediate Actions:** Send Morrison email (today), Chen call (this week), Thompson intro (next week)\n\nRevenue figures are synthetic estimates for advisor planning; no outreach has been sent.\n\nSource: [Portfolio + CRM + Planning] Agents: WealthAnalyticsAgent, RelationshipStrategyAgent",
      "expected_agent": "WealthInsightsGeneratorAgent",
      "must_include": [
        "$8.1M",
        "Chen call (this week)",
        "Thompson intro (next week)"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    }
  ]
}