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Wealth & Retirement

Registered investment advisers (RIAs)

Crowded

Independent firms that manage investments and give financial planning advice to individuals and families as fiduciaries. They register with the SEC or with a state and are usually paid a fee based on the client assets they manage.

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Workflows to evaluate

Our proposed starting points. Results are not verified.

  • Marketing and communications review

    Check ads, performance pages and client letters against the firm’s marketing policy and flag items for compliance.

    Inputs to confirm
    Draft materials, the source data behind any performance figure, and the policy.
    Human review
    The chief compliance officer approves or returns each item.
    Measure
    Review turnaround and items returned by compliance after the check.

    Why: The brief cites SEC exam focus on advisers that merged and on claims about AI. Compliance review is where integration gaps show up first. Diligence risks →

  • Fee billing reconciliation

    Compare custodian asset values with each household’s fee schedule across acquired firms and flag mismatches.

    Inputs to confirm
    Custodian position files, fee schedules and household groupings.
    Human review
    Billing operations resolves exceptions and approves invoices.
    Measure
    Billing exceptions per cycle and credits issued after billing.

    Why: Revenue is a fee on client assets. Each acquired firm brings its own schedules, so billing errors grow with every deal. Revenue model →

Reviewed vendor decisions

  • Anthropic · Claude finance-agent templates · Finance & accounting

    Advisor research

    Offering change:
    Anthropic added market-research and meeting-preparation templates on May 5, 2026.
    Portco workflow:
    Advisor research and client-meeting preparation across acquired firms.
    Reconsider:
    Test a shared research template before funding separate assistants at each firm.

    Source: Anthropic announcement, May 5, 2026 · Vendor announcement · Reviewed Oct 21, 2026

    Review
  • OpenAI · ChatGPT Record · Finance & accounting

    Meeting follow-up

    Offering change:
    OpenAI extended Record to Enterprise on June 18, 2025, with summaries and follow-up drafts.
    Portco workflow:
    Advisor meeting notes, action items, and client follow-up drafts.
    Reconsider:
    Compare Record with your advisor meeting tool before building transcription and summarization.

    Source: OpenAI release notes, Jun 18, 2025 · Vendor release notes · Reviewed Oct 21, 2026

    Review
  • Anthropic · Claude KYC screening template · Finance & accounting

    Client onboarding

    Offering change:
    Anthropic added a KYC screening template on May 5, 2026.
    Portco workflow:
    Client onboarding: document review and exceptions across acquired firms.
    Reconsider:
    Compare adapting the template with your onboarding vendor; keep client acceptance with reviewers.

    Source: Anthropic announcement, May 5, 2026 · Vendor announcement · Reviewed Oct 21, 2026

    Review

Where AI changes the cost base

AI operating leverage: Medium. Operations and compliance work is document heavy and repeats across firms, but the core client relationship stays with human advisers and the SEC is examining AI use. Our view

  • Regulatory filing is heavy. The average SEC-registered adviser reported over 1,000 pieces of information in Form ADV Part 1A and Schedule D.

    Source: Investment Adviser Association, Jun 3, 2026

  • Most non-adviser labor sits in client service and operations. That includes account opening and transfers, financial plan preparation, meeting notes, billing, and compliance review of marketing and trades. These tasks are document and rule heavy and repeat across every acquired firm.

    Our view

  • The adviser relationship is the product, so the AI lever is in the middle and back office. A platform that moves acquired firms onto one operating model can cut operations and compliance staff per dollar of assets.

    Our view

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