Investment Management

Portfolio Management, Performance Reporting, Trading / Rebalancing, Custodial Platforms, Investment Data Analytics, TAMP Service Providers, Economic Analysis & Stress Testing, 401k Specialist, Risk Tolerance, Account Aggregation, Digital Onboarding, Held-Away Assets & Aggregation.

Layer 2 · Capability clusters

12 capabilities

Portfolio Management

AI Model Construction

Multi-asset class portfolio construction, accounting, and model marketplaces.

31 vendors

Performance Reporting

Natural-Language Performance Summaries

Multi-currency, time-weighted, and alternative asset return calculations.

7 vendors

Trading / Rebalancing

ML Drift Detection

Household-level tax-loss harvesting, drift monitoring, and direct indexing.

6 vendors

Custodial Platforms

AI Reconciliation

Safe-keeping of client assets, trade execution, settlement, and tax reporting infrastructure.

21 vendors

Investment Data Analytics

Generative Research Briefs

Security research, factor analysis, ESG data, proxy voting research, and institutional performance benchmarking.

37 vendors

TAMP Service Providers

AI Manager Selection

Turnkey Asset Management Programs for outsourced portfolio construction.

4 vendors

Economic Analysis & Stress Testing

LLM Scenario Generation

Scenario-based modeling to predict portfolio performance during market shocks.

10 vendors

401k Specialist

AI Participant Guidance

Digital-first recordkeeping and administration for employer-sponsored retirement plans.

12 vendors

Risk Tolerance

Behavioral AI Scoring

Psychometric profiling and behavioral science tools to align client behavior with portfolio risk capacity.

13 vendors

Account Aggregation

AI Data Normalization

Automated collection and normalization of financial data from disparate institutions for a holistic client view.

17 vendors

Digital Onboarding

AI KYC & ID Verify

Tools that automate the paperless opening and funding of accounts, repapering, and KYC/AML verification.

9 vendors

Held-Away Assets & Aggregation

AI Off-Platform Trading

API networks and platforms allowing advisors to connect, view, and trade off-platform client accounts.

8 vendors