CHARLEE.AIINSURANCE AI KNOWLEDGE CENTER

Insurance AI Investments Asset-Liability Management and Treasury Center

Align AI-assisted investment research, portfolio decisions, asset-liability management, liquidity, trading, valuation, accounting, and treasury controls with insurer obligations.

32investment, ALM, liquidity, trading, and portfolio-control practices
8control domains
12investment and ALM AI risks
32practices shown

Investment and ALM planner

Map the legal entity, portfolio, mandate, liability profile, asset classes, cashflows, liquidity needs, limits, counterparties, sources, models, systems, authority, and decision horizon. Add eligibility, credit, valuation, concentration, ALM, liquidity, capital, accounting, conflict, fairness, and human-review tests.
investment, ALM, liquidity, trading, and portfolio-control practice library32
DesignGOV-01

Investment AI policy objectives and mandate alignment

Set approved investment and treasury AI outcomes, prohibited uses, governance, evidence, escalation, records, and accountable ownership.
PilotGOV-02

Board committee authority limits and segregation

Separate research, recommendation, risk review, approval, execution, settlement, valuation, accounting, certification, and assurance authority.
OperateGOV-03

Portfolio risk appetite allocation and concentration limits

Translate investment mandate and risk appetite into asset, issuer, counterparty, quality, duration, liquidity, currency, concentration, and exposure limits.
ImproveGOV-04

Use case risk tier sequencing capacity and value

Sequence AI uses by financial and policyholder consequence, novelty, opacity, data sensitivity, autonomy, readiness, control strength, and value.
DesignDAT-01

Security issuer counterparty and legal-entity identity

Resolve each issuer, security, fund, loan, derivative, counterparty, affiliate, and legal entity to stable identifiers and verified attributes.
PilotDAT-02

Asset taxonomy look-through and regulatory classification

Classify assets, obligations, collateral, look-through exposures, accounting treatment, regulatory category, and admissibility using current authority.
OperateDAT-03

Position transaction price cashflow and reference-data lineage

Trace positions, transactions, valuations, cashflows, ratings, designations, terms, covenants, benchmarks, models, adjustments, and source timestamps.
ImproveDAT-04

Custody ownership collateral and reconciliation control

Reconcile books and records to custodians, managers, administrators, counterparties, collateral agents, cash accounts, and general ledger controls.
DesignDUE-01

Issuer security and counterparty due diligence

Assess business, financial, legal, structural, collateral, covenant, market, governance, sanctions, sustainability, and downside evidence.
PilotDUE-02

Credit quality designation and migration analysis

Use current internal and external assessments, NAIC designations, ratings, watchlists, migration signals, overrides, and qualified credit judgment.
OperateDUE-03

Fair value price challenge and uncertainty governance

Challenge prices and model values using independent evidence, liquidity, observability, assumptions, hierarchy, uncertainty, and approval thresholds.
ImproveDUE-04

Structured private and alternative investment analysis

Apply specialist review to structured securities, private placements, funds, alternatives, real estate, derivatives, and other complex assets.
DesignALM-01

Liability cashflow duration and scenario integration

Connect asset cashflows, duration, convexity, currency, optionality, and reinvestment assumptions to modeled insurance liability behavior.
PilotALM-02

Liquidity sources uses collateral and contingency funding

Forecast operating cash, claims, collateral, margin, funding, asset sales, committed facilities, liquidity buffers, and contingency actions.
OperateALM-03

Market credit spread currency and concentration stress

Test interest rate, spread, default, recovery, equity, currency, catastrophe, collateral, counterparty, and concentration scenarios.
ImproveALM-04

Capital RBC solvency and risk-adjusted return analysis

Measure statutory capital, RBC, solvency, earnings, liquidity, unrealized and realized effects, limits, and risk-adjusted portfolio return.
DesignTRD-01

Pre-trade mandate eligibility and limit control

Block orders outside mandate, eligibility, authority, issuer, counterparty, concentration, quality, duration, liquidity, or conflict constraints.
PilotTRD-02

Order recommendation approval and best-execution review

Preserve recommendation rationale, quotes, venues, alternatives, approvals, timing, execution quality, market conditions, and human decision rights.
OperateTRD-03

Trade confirmation allocation settlement and exception control

Match orders, confirms, allocations, settlements, cash, positions, fees, taxes, failed trades, breaks, corrections, and accountable closure.
ImproveTRD-04

Derivative hedge collateral securities-lending and repo control

Control derivatives, hedge objectives, effectiveness, eligible collateral, margin, securities lending, repurchase agreements, limits, and closeout.
DesignACC-01

Statutory GAAP tax and management-basis mapping

Map every investment and transaction to applicable statutory, GAAP, tax, management, legal-entity, jurisdiction, and reporting treatment.
PilotACC-02

Investment income impairment gain loss and accrual control

Calculate and reconcile income, amortization, accretion, impairment, credit loss, fair-value changes, realized gains and losses, and cash receipts.
OperateACC-03

Schedule D DA BA and securities filing reconciliation

Reconcile positions, designations, valuations, classifications, issuer data, schedules, filings, ledger balances, and explanatory records.
ImproveACC-04

Close certification disclosure and examination evidence

Retain close reviews, certifications, disclosures, committee decisions, exceptions, examinations, corrections, and reproducible evidence.
DesignSEC-01

Market data model prompt and confidential information protection

Protect market-sensitive, counterparty, policyholder, personal, confidential, privileged, model, strategy, order, and position information.
PilotSEC-02

Vendor adviser manager custodian and data-provider accountability

Hold advisers, managers, custodians, pricing services, rating and data providers, platforms, and subcontractors to evidence and service duties.
OperateSEC-03

Conflict related-party personal-trading and ethics control

Identify and control affiliate transactions, related parties, gifts, allocation conflicts, personal trading, information barriers, and fiduciary concerns.
ImproveSEC-04

AI agent tool permission transaction limit and incident response

Constrain AI by identity, data, model, tool, portfolio, asset, action, amount, counterparty, environment, approval, time, and reversible boundaries.
DesignMON-01

Representative portfolio decision and stress testing

Test representative assets, portfolios, liabilities, scenarios, market regimes, missing data, pricing disputes, trade breaks, and failure cases.
PilotMON-02

Performance benchmark attribution fee and risk monitoring

Monitor return, income, attribution, benchmark, fees, liquidity, duration, credit migration, concentration, limits, overrides, exceptions, and drift.
OperateMON-03

Independent validation audit and regulatory finding closure

Independently assess design and operating effectiveness, reproduce decisions and values, support examinations, and verify remediation.
ImproveMON-04

Outcome liquidity capital risk cost and value improvement

Measure policyholder support, liquidity, capital efficiency, risk-adjusted performance, operational capacity, total cost, residual risk, and realized value.