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AI Tools for Actuarial Analysts
AI tools that help actuarial analysts model risk, analyze mortality tables, run financial projections, research regulatory changes, and prepare actuarial reports faster.
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Age group2019 rate2020–21 rate
45–541.8%-4.2% (COVID)
55–641.6%-5.8% (COVID)
65–741.4%-7.1% (COVID)
Source: CDC, SSA 2024 Trustees Report · improvement rates per year
Mortality and morbidity research
Pull peer-reviewed mortality studies, life tables, and epidemiological data to support pricing assumptions. Stay current with emerging longevity trends without manual literature searches.
Find peer-reviewed studies from the last 5 years on mortality improvement trends for non-smoker males aged 55–65 in the United States.
Found 14 relevant studies. Key finding: mortality improvement rates slowed post-2020 with COVID-19 impact still observed. SOA's 2023 improvement scale shows 1.2% annual improvement for this cohort, down from 1.8% pre-pandemic.
ToolRouter search_papers
Studies Found
14 peer-reviewed papers (2020–2025)
Pre-Pandemic Trend
1.8% annual improvement for ages 55–65
COVID-19 Impact
15–22% excess mortality 2020–2021 for this cohort
Post-2022 Rate
SOA 2023 scale: 1.2% improvement (down from 1.8% pre-pandemic)
Financial projection modeling
Run present value calculations, reserve estimates, and loss development projections. Validate assumptions with live interest rate data and scenario analysis.
Calculate the IBNR reserve for a loss triangle with 5 development years. Tail factor 1.08, selected LDF pattern: 2.45, 1.62, 1.28, 1.11, 1.04.
IBNR reserve calculated: $4.2M. Ultimate loss estimate $18.7M against paid-to-date of $14.5M. Tail sensitivity: ±$320K per 0.01 tail factor change.
ToolRouter calculate
IBNR Reserve
$4.2M calculated
Ultimate Loss Estimate
$18.7M vs $14.5M paid-to-date
Tail Factor
1.08 selected
Sensitivity
±$320K per 0.01 tail factor change
Regulatory and compliance monitoring
Track NAIC model law updates, state filing requirements, and rate regulation changes that affect pricing and reserving. Get summaries of enforcement actions relevant to your lines of business.
Summarize NAIC model regulation changes in 2025 affecting long-term care insurance reserving requirements.
NAIC adopted updated LTC reserving guidelines in June 2025: new gross premium valuation methodology required by 2027, with interim disclosure requirements starting 2026. Affects carriers with $50M+ LTC exposure.
ToolRouter search_actions
Jan 2025
NAIC drafts updated LTC reserving guidelines for comment
Jun 2025
NAIC adopts updated gross premium valuation methodology
Dec 2025
Interim LTC disclosure requirements effective
2027
Full LTC gross premium valuation required for $50M+ carriers
Catastrophe and natural disaster trend analysis
Research historical natural disaster frequency, severity trends, and climate data to support cat model calibration and reinsurance treaty negotiations.
Summarize Atlantic hurricane frequency and severity trends from 2000 to 2025. Include insured loss statistics and how they compare to historical averages.
Atlantic hurricane activity 2000–2025: 23% above historical average in named storm count. Insured losses averaged $38B annually post-2005, vs $12B pre-2000 baseline. Top 5 costliest years all occurred after 2017.
ToolRouter research
Named Storm Frequency
23% above historical average 2000–2025
Average Annual Insured Loss
$38B post-2005 (vs $12B pre-2000 baseline)
Top 5 Costliest Years
All occurred after 2017 — trend accelerating
Secondary Perils
Storm surge and inland flood underestimated by 15–20% in models
Interest rate and economic data tracking
Monitor Treasury yields, inflation data, and economic indicators that drive liability discount rates, asset-liability matching, and investment income assumptions.
Pull the 10-year Treasury yield curve for the past 24 months and show how it compares to the current Fed funds rate path.
Current 10-yr Treasury: 4.32%. 24-month range: 3.52%–5.01%. Fed funds rate at 4.25–4.50%. Yield curve inversion resolved in Q4 2024; steepening trend since supports improved new-money rates for P&C carriers.
ToolRouter get_rates
10-Year Treasury
ToolRouter get_series
CPI Medical Care
+5.8% YoY — key health reserve trend factor
Wage Inflation
+3.9% YoY — workers comp severity driver
Fed Funds Rate
4.25–4.50% — yield curve steepening since Q4 2024
Actuarial report drafting and research compilation
Compile data from multiple sources into structured actuarial reports and opinion memos. Synthesize academic literature, regulatory guidance, and market data into clear written summaries.
Compile a summary of current best practices for setting ULAE loading factors in workers' compensation reserves, with citations.
Compiled 8-source summary. Consensus ULAE loading range: 8–12% of ALAE. CAS research note (2024) recommends stratified ULAE approach by claim complexity. NCCI guidance updated March 2025 includes severity adjustment factors.
ToolRouter research
Industry Consensus Range
8–12% of ALAE for ULAE loading
CAS Research Note 2024
Stratified ULAE approach recommended by claim complexity
NCCI Guidance (Mar 2025)
Updated severity adjustment factors included
Sources Compiled
8 sources — CAS, NCCI, Milliman, Willis Towers Watson
Ready-to-use prompts
Pull mortality improvement data
Find the Society of Actuaries 2023 mortality improvement scale and summarize the improvement rates for ages 55–75, segmented by gender and smoking status.
Calculate annuity present value
Calculate the present value of a life annuity-due paying $2,500 monthly for a 65-year-old with a 3.75% valuation rate and using the 2017 CSO table.
Regulatory filing tracker
Search for NAIC and state insurance department rate filing activity for personal auto insurance in California and Florida in 2025, including approved rate changes.
Catastrophe loss research
Research insured losses from wildfires in California and Texas from 2018 to 2025. Include frequency of events, total insured loss by year, and comparison to modeled expectations.
Interest rate curve data
Pull daily 10-year and 30-year US Treasury yields for the past 12 months and identify periods of significant rate movement that would affect P&C reserve discount rates.
Medical inflation trend
Find the latest CPI medical care component data for the past 3 years and compare it to overall CPI. Identify which subcategories (hospital, physician, drug) are driving the trend.
Loss development research
Search for actuarial literature on excess loss development in liability lines post-2020. Focus on social inflation impacts and nuclear verdict trends.
FRED economic indicators
Pull the unemployment rate, GDP growth, and consumer price index for the last 8 quarters. Format as a table for use in a workers' compensation pricing model.
Tools to power your best work
Academic ResearchSearch papers, authors, citations
Earthquake MonitorLive & historical earthquake data
Deep ResearchAI research reports with citations
Finance DataMarkets, rates, commodities & macro
Regulatory ActionsSEC, CFPB, FDIC & Federal Register
Economic CalendarEarnings, IPOs, FOMC & events
Financial CalculatorDCF, bonds, options & portfolios
Economic DataCensus, FRED, and labor stats
165+ tools.
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Everything actuarial analysts need from AI, connected to the assistant you already use. No extra apps, no switching tabs.
Annual reserve review preparation
Assemble all external data needed for a year-end reserve opinion: economic indicators, industry loss benchmarks, and regulatory developments.
New product pricing research
Build the external research foundation for pricing a new insurance product: mortality/morbidity data, competitor analysis, and regulatory requirements.
CAT model calibration support
Gather external hazard and loss data to validate or challenge vendor catastrophe model outputs.
Frequently Asked Questions
Can AI tools replace actuarial judgment?
No — AI tools augment actuarial work by automating data gathering, literature searches, and routine calculations. Actuarial judgment, professional opinion, and regulatory accountability still require a credentialed actuary. These tools save hours of research time so analysts can focus on modeling and interpretation.
How current is the regulatory and economic data?
Regulatory Actions pulls live enforcement and filing data, and Finance Data sources real-time market rates. Economic data is typically published on a 1–4 week lag depending on the series. For actuarial reliance purposes, always cite the source date in your work product.
Can these tools help with exam prep or study research?
Academic Research can find peer-reviewed papers, textbook citations, and study materials relevant to actuarial exam syllabi. Deep Research can compile topic summaries. These are useful for self-study but should be validated against official exam study notes.
What financial calculations are supported?
The Financial Calculator supports DCF valuation, bond pricing, annuity present values, WACC calculations, and general time-value-of-money computations. For complex actuarial models (loss development, credibility weighting), it handles the arithmetic while you supply the actuarial assumptions.
How do I use these tools to support a reserve opinion?
Use Economic Data for trend factors, Finance Data for discount rates, Regulatory Actions to document any reserve-relevant regulatory changes, and Deep Research to benchmark industry loss ratios. Compile all findings into a documented assumption support file that backs your actuarial opinion.
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