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Financial Services Insurance

Top 10 Best Actuarial Modeling Software of 2026

Explore top actuarial modeling software solutions. Compare features and find the best fit – start optimizing today.

Alexander Schmidt

Alexander Schmidt

Feb 11, 2026

10 tools comparedExpert reviewed
Independent evaluation · Unbiased commentary · Updated regularly
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Actuarial modeling software is foundational to modern financial decision-making, supporting accurate risk assessment, regulatory compliance, and strategic planning across sectors like life insurance, pensions, and asset-liability management. With a range of tools from industry leaders to open-source solutions, choosing the right platform is key to optimizing performance and staying adaptable in complex markets.

Quick Overview

  1. 1#1: FIS Prophet - Industry-leading actuarial modeling platform for life insurance, pensions, and annuities with stochastic and deterministic capabilities.
  2. 2#2: Moody's AXIS - Comprehensive stochastic modeling system for insurance products, liabilities, and risk management.
  3. 3#3: FIS Mo.net - Cloud-native actuarial modeling solution enabling scalable computations and collaboration for insurers.
  4. 4#4: PolySystems - Integrated software suite for actuarial modeling, valuation, and financial reporting in life insurance.
  5. 5#5: FIS Igloo - SaaS platform for economic capital modeling, asset-liability management, and scenario analysis.
  6. 6#6: Milliman ResQ - Flexible desktop tool for building and running actuarial models with advanced scripting.
  7. 7#7: SAS Risk Management for Insurance - Advanced analytics platform for actuarial modeling, risk assessment, and regulatory reporting.
  8. 8#8: Lumivero @RISK - Excel add-in for Monte Carlo simulation and risk analysis widely used in actuarial applications.
  9. 9#9: MathWorks MATLAB - High-level programming environment with Financial and Actuarial Toolboxes for custom modeling.
  10. 10#10: R (actuar package) - Open-source statistical software with actuarial packages for loss models, reserving, and survival analysis.

We prioritized tools based on robust functionality (including stochastic and deterministic capabilities), reliability, user-friendliness, and alignment with diverse professional needs, ensuring a balanced list that caters to both seasoned experts and emerging users.

Comparison Table

This comparison table evaluates top actuarial modeling tools, including FIS Prophet, Moody's AXIS, FIS Mo.net, PolySystems, FIS Igloo, and more, to guide readers in understanding key features, strengths, and suitability. Exploring these platforms helps users identify solutions aligned with their specific modeling needs, enabling informed decisions for their actuarial workflows.

Industry-leading actuarial modeling platform for life insurance, pensions, and annuities with stochastic and deterministic capabilities.

Features
9.8/10
Ease
8.2/10
Value
9.1/10

Comprehensive stochastic modeling system for insurance products, liabilities, and risk management.

Features
9.7/10
Ease
7.4/10
Value
8.6/10
3FIS Mo.net logo8.7/10

Cloud-native actuarial modeling solution enabling scalable computations and collaboration for insurers.

Features
9.2/10
Ease
7.4/10
Value
8.1/10

Integrated software suite for actuarial modeling, valuation, and financial reporting in life insurance.

Features
9.5/10
Ease
7.2/10
Value
8.0/10
5FIS Igloo logo8.4/10

SaaS platform for economic capital modeling, asset-liability management, and scenario analysis.

Features
8.7/10
Ease
8.9/10
Value
7.9/10

Flexible desktop tool for building and running actuarial models with advanced scripting.

Features
9.1/10
Ease
7.3/10
Value
7.8/10

Advanced analytics platform for actuarial modeling, risk assessment, and regulatory reporting.

Features
9.1/10
Ease
7.0/10
Value
7.8/10

Excel add-in for Monte Carlo simulation and risk analysis widely used in actuarial applications.

Features
8.5/10
Ease
7.7/10
Value
7.8/10

High-level programming environment with Financial and Actuarial Toolboxes for custom modeling.

Features
9.1/10
Ease
6.8/10
Value
7.4/10

Open-source statistical software with actuarial packages for loss models, reserving, and survival analysis.

Features
8.5/10
Ease
5.0/10
Value
9.8/10
1
FIS Prophet logo

FIS Prophet

specialized

Industry-leading actuarial modeling platform for life insurance, pensions, and annuities with stochastic and deterministic capabilities.

Overall Rating9.6/10
Features
9.8/10
Ease of Use
8.2/10
Value
9.1/10
Standout Feature

GPSS (General Purpose Stochastic Simulator) for lightning-fast, scalable Monte Carlo simulations handling billions of paths efficiently.

FIS Prophet is a premier actuarial modeling platform tailored for the life insurance, pensions, and annuity sectors, enabling complex stochastic projections, asset-liability management, and regulatory reporting. It supports a vast array of products from traditional life policies to variable annuities with embedded options, leveraging advanced simulation engines for risk assessment and valuation. The software integrates seamlessly with enterprise systems, providing actuaries with robust tools for scenario testing, economic capital calculations, and compliance with standards like IFRS 17 and Solvency II.

Pros

  • Exceptionally powerful stochastic modeling engine with multi-core processing for ultra-fast simulations
  • Comprehensive product library and flexible customization for diverse insurance portfolios
  • Strong regulatory compliance tools and seamless integration with FIS ecosystem and third-party data sources

Cons

  • Steep learning curve due to its depth and complexity
  • High implementation and licensing costs suitable only for large enterprises
  • Limited out-of-the-box usability for smaller teams without dedicated IT support

Best For

Large insurance companies and actuarial teams requiring enterprise-grade, high-performance modeling for complex products and regulatory demands.

Pricing

Custom enterprise licensing starting at $100,000+ annually, based on user seats, modules, and usage scale; requires quote.

Visit FIS Prophetfisglobal.com
2
Moody's AXIS logo

Moody's AXIS

specialized

Comprehensive stochastic modeling system for insurance products, liabilities, and risk management.

Overall Rating9.2/10
Features
9.7/10
Ease of Use
7.4/10
Value
8.6/10
Standout Feature

AXIS Projection Engine, delivering industry-leading speed for billion-run stochastic models via optimized C++ core and parallel processing.

Moody's AXIS is a comprehensive actuarial modeling platform designed for insurance and pension risk management, enabling users to build, validate, and run deterministic and stochastic models for life, annuities, health, P&C, and group products. It supports key regulations like IFRS 17, LDTI, Solvency II, and ORSA, with tools for scenario generation, asset-liability modeling, and profitability analysis. AXIS excels in enterprise-scale deployments, offering high-performance computing for rapid model execution and deep customization via its AMS scripting language.

Pros

  • Unmatched flexibility and scalability for complex, multi-product models
  • Superior performance with GPU acceleration for stochastic projections
  • Extensive regulatory compliance tools and audit trails

Cons

  • Steep learning curve due to proprietary AMS language
  • High implementation and maintenance costs
  • Interface feels dated compared to modern low-code alternatives

Best For

Large insurers, reinsurers, and consulting firms needing enterprise-grade, highly customizable actuarial modeling for global regulatory compliance.

Pricing

Enterprise licensing model with custom pricing; typically starts at $150,000+ annually, scaling with users, modules, and compute resources.

Visit Moody's AXISmoodysanalytics.com
3
FIS Mo.net logo

FIS Mo.net

enterprise

Cloud-native actuarial modeling solution enabling scalable computations and collaboration for insurers.

Overall Rating8.7/10
Features
9.2/10
Ease of Use
7.4/10
Value
8.1/10
Standout Feature

Ultra-fast stochastic engine with GPU acceleration for running extensive scenario sets in hours rather than days

FIS Mo.net is a robust actuarial modeling platform from FIS Global, tailored for life insurance companies to conduct stochastic and deterministic modeling for pricing, reserving, asset-liability management, and regulatory reporting. It supports complex product modeling across annuities, life insurance, and pensions with high-performance simulation engines. The software excels in handling large-scale projections and integrates with FIS's broader insurance suite for seamless data flow.

Pros

  • Powerful stochastic modeling with parallel processing for millions of scenarios
  • Comprehensive support for complex life and annuity products
  • Strong enterprise integrations and regulatory compliance tools

Cons

  • Steep learning curve due to proprietary modeling language
  • Outdated user interface compared to modern cloud-native alternatives
  • High implementation and customization costs

Best For

Large life insurers requiring enterprise-scale actuarial modeling with deep FIS ecosystem integration.

Pricing

Custom enterprise licensing, typically $500K+ annually depending on users and modules, plus implementation fees.

Visit FIS Mo.netfisglobal.com
4
PolySystems logo

PolySystems

specialized

Integrated software suite for actuarial modeling, valuation, and financial reporting in life insurance.

Overall Rating8.7/10
Features
9.5/10
Ease of Use
7.2/10
Value
8.0/10
Standout Feature

PolyModeler: intuitive graphical drag-and-drop interface for building and maintaining sophisticated actuarial models without extensive coding.

PolySystems, developed by Milliman, is a robust actuarial modeling platform designed for insurance companies to build, test, and manage complex financial models for life insurance, annuities, pensions, and health products. It supports both deterministic and stochastic modeling, asset-liability integration, and regulatory reporting requirements like LDTI, IFRS 17, and Solvency II. The software excels in handling large-scale enterprise deployments with high-performance computation for scenario testing and risk analysis.

Pros

  • Comprehensive stochastic and deterministic modeling capabilities
  • Scalable for enterprise-level operations with parallel processing
  • Strong regulatory compliance and reporting tools

Cons

  • Steep learning curve and complex initial setup
  • High cost prohibitive for smaller firms
  • Limited flexibility for non-standard or niche product modeling

Best For

Large insurance carriers and actuarial consultancies managing complex, high-volume life and annuity portfolios.

Pricing

Custom enterprise licensing; typically starts at $100K+ annually depending on modules, users, and compute resources.

Visit PolySystemspolysystems.com
5
FIS Igloo logo

FIS Igloo

enterprise

SaaS platform for economic capital modeling, asset-liability management, and scenario analysis.

Overall Rating8.4/10
Features
8.7/10
Ease of Use
8.9/10
Value
7.9/10
Standout Feature

Ultra-fast, parallelized calculation engine that handles millions of stochastic scenarios in minutes

FIS Igloo is a cloud-native SaaS platform tailored for life insurers, providing advanced actuarial modeling tools for product development, pricing, reserving, and financial projections. It supports deterministic and stochastic modeling, scenario analysis, regulatory reporting, and seamless integration with policy administration systems. The software emphasizes speed, scalability, and collaboration, enabling actuaries to build and test complex models efficiently.

Pros

  • Highly scalable cloud-based calculation engine for fast stochastic runs
  • Intuitive drag-and-drop interface for model building and collaboration
  • Strong integration with FIS ecosystem for end-to-end insurance workflows

Cons

  • Limited depth in ultra-complex enterprise modeling compared to dedicated tools like Prophet
  • Pricing is opaque and geared toward large enterprises
  • Customization requires vendor support for advanced scenarios

Best For

Mid-to-large life insurance companies needing integrated actuarial modeling with product lifecycle management.

Pricing

Custom enterprise subscription pricing, typically starting at $150,000+ annually based on users and modules.

Visit FIS Igloofisglobal.com
6
Milliman ResQ logo

Milliman ResQ

specialized

Flexible desktop tool for building and running actuarial models with advanced scripting.

Overall Rating8.2/10
Features
9.1/10
Ease of Use
7.3/10
Value
7.8/10
Standout Feature

ResQ's integrated Milliman experience library and assumptions, providing industry-leading calibrated data for accurate projections out-of-the-box

Milliman ResQ is a comprehensive actuarial modeling platform tailored for life, annuity, and health insurance products, enabling deterministic and stochastic cash flow projections, liability valuations, and risk analysis. It incorporates Milliman's proprietary experience data, assumptions, and pre-built models to support regulatory standards like IFRS 17, US GAAP LDTI, and Solvency II. The software excels in enterprise-scale modeling with robust scenario generation and sensitivity testing capabilities.

Pros

  • Extensive library of pre-built models and Milliman's actuarial assumptions
  • Powerful stochastic engine for high-volume scenario runs
  • Strong regulatory compliance tools for global standards

Cons

  • Steep learning curve for non-expert users
  • High implementation and licensing costs
  • Limited flexibility for highly custom non-standard products

Best For

Large insurers and actuarial consultancies requiring enterprise-grade modeling with integrated expert data and regulatory support.

Pricing

Custom enterprise licensing, typically starting at $100,000+ annually based on user seats and modules, with implementation fees.

7
SAS Risk Management for Insurance logo

SAS Risk Management for Insurance

enterprise

Advanced analytics platform for actuarial modeling, risk assessment, and regulatory reporting.

Overall Rating8.4/10
Features
9.1/10
Ease of Use
7.0/10
Value
7.8/10
Standout Feature

Advanced Economic Scenario Generator (ESG) for running millions of risk scenarios at high speed

SAS Risk Management for Insurance is an enterprise-grade analytics platform from SAS that enables insurers to perform advanced actuarial modeling, risk assessment, and capital management across life, property & casualty, and health insurance lines. It supports stochastic simulations, reserving calculations, pricing optimization, and predictive modeling using traditional actuarial methods integrated with AI and machine learning. Built on the SAS Viya platform, it handles massive datasets and delivers real-time insights for regulatory compliance like IFRS 17 and Solvency II.

Pros

  • Extensive actuarial modeling tools including stochastic simulations and GLMs
  • Scalable for big data with in-memory processing and cloud deployment
  • Robust regulatory compliance and reporting capabilities

Cons

  • Steep learning curve requiring SAS programming expertise
  • High enterprise-level pricing
  • Interface less intuitive than modern low-code actuarial platforms

Best For

Large insurance carriers and reinsurers needing scalable, high-performance actuarial modeling integrated with enterprise analytics.

Pricing

Custom enterprise licensing, typically $50,000+ per user/year depending on modules and scale; contact SAS for quotes.

8
Lumivero @RISK logo

Lumivero @RISK

other

Excel add-in for Monte Carlo simulation and risk analysis widely used in actuarial applications.

Overall Rating8.1/10
Features
8.5/10
Ease of Use
7.7/10
Value
7.8/10
Standout Feature

Native Excel Monte Carlo simulation that turns deterministic spreadsheets into probabilistic models without coding.

Lumivero @RISK is an Excel-based risk analysis add-in that performs Monte Carlo simulations to model uncertainty in spreadsheets. It excels in actuarial applications like stochastic reserving, pricing models, and capital adequacy projections by replacing fixed values with probability distributions. The software supports correlation, sensitivity analysis, and scenario testing, providing probabilistic forecasts essential for insurance risk management.

Pros

  • Seamless integration with Excel for familiar modeling workflows
  • Robust Monte Carlo engine with extensive distribution library and correlations
  • Advanced visualization tools like tornado charts and heat maps

Cons

  • Steep learning curve for advanced simulation setup
  • Performance limitations with very large or complex models due to Excel dependency
  • Lacks built-in actuarial-specific modules like automated IFRS 17 calculations

Best For

Excel-proficient actuaries and risk modelers focused on stochastic simulations for pricing, reserving, and scenario analysis.

Pricing

Perpetual license from $1,495; annual subscription from $895 (volume discounts available).

9
MathWorks MATLAB logo

MathWorks MATLAB

enterprise

High-level programming environment with Financial and Actuarial Toolboxes for custom modeling.

Overall Rating8.2/10
Features
9.1/10
Ease of Use
6.8/10
Value
7.4/10
Standout Feature

Comprehensive Financial and Risk Management Toolboxes for precise stochastic modeling of insurance liabilities and derivatives

MATLAB, developed by MathWorks, is a high-level programming language and interactive environment specialized in numerical computing, data analysis, and visualization. For actuarial modeling, it supports stochastic simulations, risk management, financial instrument pricing, and predictive modeling through dedicated toolboxes like the Financial Toolbox, Statistics and Machine Learning Toolbox, and Risk Management Toolbox. It enables actuaries to build custom models for insurance reserving, asset-liability management, and scenario testing with high computational efficiency.

Pros

  • Exceptional computational power for Monte Carlo simulations and large-scale stochastic modeling
  • Rich ecosystem of toolboxes for financial risk analysis, econometrics, and machine learning
  • Superior visualization and plotting capabilities for model validation and reporting

Cons

  • Steep learning curve for users without programming background
  • High licensing costs, especially with required add-on toolboxes
  • Lacks built-in actuarial-specific workflows compared to dedicated software like Prophet or AXIS

Best For

Experienced actuaries or quantitative analysts requiring flexible, programmable tools for advanced custom modeling and simulations.

Pricing

Base commercial license ~$2,150 perpetual + $1,000+ per toolbox; annual maintenance ~20%; academic pricing significantly lower at ~$500/year.

10
R (actuar package) logo

R (actuar package)

other

Open-source statistical software with actuarial packages for loss models, reserving, and survival analysis.

Overall Rating7.8/10
Features
8.5/10
Ease of Use
5.0/10
Value
9.8/10
Standout Feature

Comprehensive suite of actuarial probability distributions (over 20) with advanced fitting and simulation functions like Panjer recursion for aggregate claims

R is a free, open-source programming language and environment for statistical computing and graphics, with the actuar package providing specialized tools for actuarial modeling. The actuar package offers functions for fitting loss distributions, credibility theory, ruin probabilities, and aggregate claims modeling using methods like Panjer recursion. It excels in customizable simulations, GLM-based ratemaking, and integration with R's broader ecosystem for data analysis and visualization in insurance contexts.

Pros

  • Completely free and open-source with unlimited extensibility via CRAN packages
  • Powerful statistical tools tailored for actuarial tasks like loss distribution fitting and reserving
  • Seamless integration with advanced data manipulation and visualization libraries

Cons

  • Steep learning curve requiring R programming proficiency
  • No native graphical user interface for workflow automation
  • Limited built-in support for enterprise-scale production modeling compared to commercial alternatives

Best For

Experienced actuaries or data scientists who are comfortable with coding and need highly customizable, cost-free modeling capabilities.

Pricing

Free (open-source)

Conclusion

FIS Prophet emerges as the top choice, boasting industry-leading capabilities for life insurance, pensions, and annuities with both stochastic and deterministic modeling strengths. Moody's AXIS follows as a close contender, offering a robust platform for comprehensive stochastic modeling across insurance products and risk management, while FIS Mo.net excels with cloud-native scalability and collaborative tools. Together, these three tools cater to diverse needs, ensuring professionals find the ideal fit for their actuarial modeling requirements.

FIS Prophet logo
Our Top Pick
FIS Prophet

Explore FIS Prophet today to unlock its industry-leading features and enhance your modeling efficiency and accuracy—your key to staying ahead in actuarial practices.