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MILLIMAN AI SOLUTIONS

Artificial intelligence built for insurance, healthcare, and employee benefits

Milliman’s AI-powered insights combine leading technology with decades of actuarial rigor and clinical expertise.

With Milliman AI Solutions, you can accelerate insurance compliance and innovation, turn data into decisions, and make complexity your competitive advantage.

Expertise, amplified

AI solutions designed by risk experts who know your business inside and out

Any tech company can build an AI model. But artificial intelligence is only as sound as the knowledge behind it.

An off-the-shelf tool trained to prioritize efficiency will make different recommendations than AI trained to balance risk, cost, and patient outcomes. With lives and life savings on the line, you need agentic technology and AI systems that are designed, validated, and deployed by a partner that understands your organization’s unique concerns.

Why work with Milliman AI Solutions? Because you need an AI leader that understands insurance, healthcare, and retirement as well as you do.

Core principles guiding Milliman’s AI use for insurance compliance and other business-critical challenges

AI informs decisions.
It doesn’t make them.


In work where models shape insurance claims, retirement security, and healthcare access, final accountability must rest with a human.

Milliman experts use AI to amplify—but never to automate—decision making. So you benefit from all the efficiency, scale, and horsepower of AI, with the confidence of a Milliman expert holding the reins.

Deployment happens only
after rigorous vetting.


With your business subject to regulatory scrutiny and long-tail liability, an AI failure can create systemic risk. That’s why we’ll never rush an AI tool out the door.

Milliman’s peer review process, governance protocols, and validation standards ensure all models are thoroughly vetted before they touch any client work.

Transparency isn’t just a
compliance requirement.


We don’t view AI as a black box that produces answers—we view it as a tool that offers insights.

You’ll always know when we’ve used AI as part of our analysis. Because transparent AI isn’t just a regulatory requirement. It’s vital to our client relationships as we solve complex challenges together.

WHAT MILLIMAN AI SOLUTIONS OFFERS

AI implementation, strategic advisory services, and agentic solutions to lead your business forward

Artificial intelligence isn’t a nice-to-have luxury—it’s an essential technology for keeping up with the competition, whether you’re a life sciences company, a pension plan sponsor, or a property and casualty insurer.

Milliman AI Solutions works with organizations at all stages of AI adoption to help enhance efficiency, empower decision making, and energize growth.

Strategic advisory services

Strategic advisory services

For a legacy insurance company or a century-old hospital, it can be challenging to know where—and how—to add machine learning or an LLM to modernize your operations.

Because Milliman combines industry expertise with the latest technologies, we can spot the best opportunities to maximize your ROI on AI. We work with leaders across your organization to understand your processes and pain points, then identify the right approach to transform your business.

Related Milliman AI Solutions products

Benefit plan evaluation
Insurance Product Development Compliance

Milliman Compliance Intelligence

An insurance regulatory AI tool for product teams, compliance professionals, and regulators that keeps pace with rapidly evolving state-by-state requirements.

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Insurance risk assessment
Insurance risk assessment

IntelliScript

IntelliScript combines industry-leading data and analysis to provide insurers the knowledge, tools, and insight to confidently assess risk.

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Financial modeling
PYTHON FINANCIAL MODELING

Milliman Opensource Platform System

Milliman Opensource Platform System is a cloud-native SaaS platform, that helps teams productionize their Python code, automate actuarial modeling workflows, scale compute on demand, and use agentic AI to work with models and results.

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Healthcare risk adjustment
Healthcare risk adjustment

Milliman Advanced Risk Adjusters

Manage Medicare, Medicaid, and commercial risk adjustment with our award-winning suite of tools and data.

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Healthcare analytics
Healthcare analytics

MedInsight

Adopt the healthcare industry’s leading platform for data warehousing and healthcare analytics.

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Predictive analytics
Predictive analytics

Nodal

Analyze a wide range of claims data to identify those likely to incur high costs, helping optimize management and reduce costs.

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Software performance enhancement
Financial Modeling Platform with Excel language

Milliman Mind

Milliman Mind is a flexible and easy-to-use web-based platform that automatically converts Excel spreadsheets into more powerful models.

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Alternative payment
AI Fraud detection

Milliman Sentry

An explainable AI platform designed to detect and quantify potential FWA.

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Case studies

70% faster insurance claims reviews thanks to AI-automated workflow
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AI-powered sentiment tracker spots the first signs of healthcare inflation
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Life insurance regulatory reports produced in 90% less time with AI
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A P&C insurer's most knowledgeable resource: A custom AI chatbot
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Custom monitoring framework strengthens a bank’s AI governance
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AI Insights

Featured content

workers collaborating at laptop
Report

Model Governance/Ethics for GenAI Models – Practical Guide and Educational Handbook

As human-AI interaction reshapes the insurance industry, the SOA Research Institute publishes a guide focusing on practical governance questions.

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Monochrome photo of a car overlayed with orange squares in a pixel pattern.
Report

Accidents that never happened: Generative AI and fraud in motor insurance

As fraudsters submit AI-manipulated images of car crashes, Milliman’s research is helping global motor insurers separate the real claims from the scams.

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three people around table
White paper

AI-powered asbestos defense could unlock $1 billion or more in annual savings for defendants

We demonstrate how AI can help triage asbestos-related insurance claims and yield significant savings in legal costs.

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More AI research and insights from across Milliman

White paper

The oncology drug landscape: Spend trends, market dynamics, and the road to 2030

We examine the current state of oncology drug spending by healthcare market segment, plus the evolving drug mix, regulatory environment, and pipeline developments.

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White paper

From collection to conviction: Leveraging AI to reshape healthcare analytics

Healthcare analytics organizations are transforming their business with AI, using this replicable framework for redistributing effort.

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Solution story

Generating efficiencies and staff engagement with AI

Milliman technologists automate manual processes for French insurer

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White paper

Agentic AI in the actuarial function: Build it, buy it, sign it

Building an actuarial AI agent isn't the hard part -- explaining and governing it is.

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PRESS RELEASES

News from Milliman AI Solutions

Press Release

Milliman Releases Contract Clarity for Healthcare, an AI-Powered Platform for Healthcare Contract Analytics

Milliman, Inc., a leading global actuarial and consulting firm, today released Milliman Contract Clarity for Healthcare, a platform that uses generative AI and healthcare cost analytics to translate dense healthcare contracts into structured, measurable insight.

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Press Release

Milliman Releases Opensource Platform System, an AI-Enhanced Platform for Deploying Python Models

Milliman, Inc., a leading global actuarial and consulting firm, today released Milliman Opensource Platform System, an AI-enhanced platform for executing, managing, and deploying actuarial Python models at scale.

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Press Release

Milliman and Monitaur team up to offer comprehensive AI governance solution

Milliman, one of the world's largest independent risk, actuarial, and technology consulting firms, and Monitaur, the AI assurance platform for enterprises that have to prove their AI works, today announced a collaboration under Milliman’s Strategic Alliance and Ecosystem Program to offer a comprehensive AI governance solution.

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Press Release

Milliman Releases Milliman Compliance Intelligence, an AI-Native Insurance Regulatory Platform

Milliman, Inc., a leading global actuarial and consulting firm, today released Milliman Compliance Intelligence, an AI-native platform that helps insurance product teams, compliance professionals, and regulators keep pace with rapidly evolving, state-by-state requirements.

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Ask the tough questions. We’re ready for them.