The Actuarial Agents Suite is a working product. We are happy to walk you through it live and to discuss how we can help your company roll out agentic AI for actuarial work—safely, with your governance in mind.
We built the Actuarial Agents Suite so insurers can use agentic AI on real actuarial tasks: reserving, pricing, validation, pensions, and reporting—not generic chat alone.
If you want to move from experiments to something your teams can actually use, we can work with you to deploy it: pilots, integration thinking, and workflows that match how you review and approve work.
Demos are available now. We will show the product, answer your questions, and talk through what a rollout could look like for your organization.
Why the industry is paying attention
A few recent signals—in plain terms—on AI and insurance. Read the sources if you want the full detail.
US regulators expect clear AI governance
2023Insurers are expected to show how they govern AI: testing, records, and oversight—not just good intentions. NAIC AI Model Bulletin.
Many insurers already use AI
50% / 24%In Europe, about half of non-life insurers and about a quarter of life insurers reported using AI, with more growth expected. EIOPA digitalisation report.
Actuaries are still figuring out day-to-day use
2025A Society of Actuaries survey found wide interest but limited weekly use; compliance worries and skills gaps are common hurdles. SOA Member AI Survey.
Customers want fast help and human backup
~70%Research shows many people already use general AI for insurance shopping; they still care about privacy, accuracy, and talking to a person when it matters. Geneva Association.
What the product gives you
Three ideas that matter for day-to-day use.
AI that can use your data and tools
Agents can work with files you upload, run queries, and help with analysis—not only chat text.
Outputs you can review
Answers are meant to support your experts: assumptions and methods are spelled out so reviewers can check them.
Humans stay in charge
This is decision support for qualified actuaries and teams. It does not replace professional judgment or sign-offs.
Areas we cover
Different tabs for different jobs—so teams are not stuck in one generic assistant.
Reserving
Work with loss triangles and claims-style data, explore results, and draft language around methods and assumptions.
Pricing and rates
Speed up reviews and narratives using your data, without replacing your main pricing systems.
Experience studies
Help with mortality, lapse, morbidity, severity, and similar studies using structured data and clear summaries.
Model validation
Support test plans, documentation, and review trails so validation teams can work in a repeatable way.
Built for governance
Outputs are drafts for your qualified reviewers—not filings or automatic sign-offs.
- Activity log — See what the system did (for example queries and tool steps), not just the final answer.
- PDF export — Export a clean PDF of the Q&A for meetings or files; detailed logs stay in the app.
- Configurable skills — Domain rules live in versioned instructions so you can align behavior with your standards.
- Controls that fit the risk — Tighter controls where consumer impact or automation is higher.
Before and after
Same team, same standards—less friction getting from question to something reviewers can stand behind.
Before
Scattered and hard to audit
- Juggling spreadsheets, email, and one-off AI chats
- No single record of what ran on your data
- Reviewers reverse-engineering answers from threads
After
One surface, traceable by design
- Questions and answers live in one governed workspace
- Logs show what the agents did—not just the final paragraph
- PDF handoffs that fit committee and file workflows
Who usually books a demo
- Chief actuaries and valuation leaders who want a real product, not a slide deck.
- Reserving and pricing teams who need faster cycles with clear review paths.
- Model risk and validation groups who care about logs and repeatability.
- Innovation and IT teams rolling out agentic AI across the company.
Try it yourself or talk to us
Developers can run the app locally. Prefer a guided tour? Request a demo and we will show reserving, validation, or another flow that matters to you—with real logs and handoff examples.
cd actuarial_agents_suite uv sync uv run playwright install chromium # one-time, for PDF export # Set GEMINI_API_KEY in .env (see .env.example) uv run streamlit run app_streamlit.py
MaestrosAI Actuarial Agents Suite: a real product for agentic AI in insurance—with your team in the loop and demos ready when you are.