Granola for Actuaries: AI Meeting Notes for Risk Analysis and Actuarial Reviews

Actuarial work happens at the intersection of rigorous quantitative analysis and complex organizational communication. You're validating model assumptions in committee meetings, presenting reserve estimates to finance leadership, walking regulators through your methodology, and collaborating with underwriting on pricing assumptions. Every one of those conversations involves technical detail that needs to be captured accurately — and right now, most of it isn't.

Granola records and transcribes your meetings, then produces structured notes that preserve the technical nuance: the specific model parameters that were challenged, the regulatory guidance that was cited, the assumptions that were agreed upon. You stay engaged in the analysis conversation instead of split between thinking and writing.

Where Documentation Fails Actuaries

The documentation gap in actuarial work is specific and consequential.

Model validation meetings involve dense technical back-and-forth. A reviewer raises a concern about a specific credibility parameter. You respond with context about the data limitations. The team agrees on a remediation approach. Two weeks later, when you're writing the validation report, you're reconstructing that conversation from memory and sparse notes — and the nuance about why a particular approach was chosen is already fading.

Reserve meetings with CFOs and finance leadership cover assumptions that drive material numbers. When the CFO asks six months later why the reserve moved, the answer should be documented from the original discussion, not pieced together retroactively.

Regulatory examinations are the highest-stakes version of this problem. Examiners ask about decisions made months or years ago. Having contemporaneous documentation of how assumptions were developed and tested is the difference between a smooth examination and a protracted one.

What Granola Captures for Actuarial Teams

Model Validation Meetings

Validation meetings are where model weaknesses get identified and remediation approaches get agreed upon. The technical detail — which tests were run, what the failure thresholds were, what was deemed acceptable versus requiring remediation — needs to be in the validation documentation.

Granola captures this conversation verbatim, including who raised which concerns, what evidence was presented, and what conclusions were reached. The resulting notes give you the raw material for validation reports without the reconstruction work.

It handles actuarial terminology accurately: credibility weighting, Bornhuetter-Ferguson method, tail factors, paid vs. incurred development, excess loss factors, retrospective rating algorithms. The vocabulary of actuarial science won't get mangled into something unrecognizable.

Reserve Review Discussions

Reserve reviews are fundamentally decision meetings. The loss development patterns are presented. The team debates whether the tail factors are adequate. Someone raises concerns about an emerging claim trend. A decision is made to strengthen or release reserves. That entire decision trail — especially the reasoning — should be documented.

Granola produces a record of reserve review discussions that includes the quantitative detail (which segments were reviewed, what the indicated versus booked reserve positions were) and the qualitative reasoning (why management judgment was applied, what external factors were considered).

Pricing Committee Meetings

Pricing committee discussions involve multiple competing perspectives: underwriting wants competitive rates, actuaries want rate adequacy, finance wants return on capital. Those discussions are where compromises get made and conditions get attached. Documenting what was agreed and what concerns were noted provides audit trail and accountability.

Regulatory and Exam Preparation Meetings

When you're preparing for a regulatory examination, the preparation meetings themselves should be documented. What questions are you anticipating? What documentation are you preparing? What positions have been agreed upon by the organization?

Granola captures those planning discussions so your examination preparation itself is documented — which can be valuable if the exam's scope or questions shift.

Peer Review Discussions

Actuarial standards require peer review for many work products. Peer review meetings are where the reviewer raises findings and the primary actuary responds. Having those exchanges documented protects both the reviewer and the reviewed — it creates a clear record of what was identified, how it was addressed, and what decisions were made about any residual issues.

Searching Actuarial Documentation

The search capability in Granola is particularly valuable for actuarial teams. When you need to find every meeting where a specific reserving methodology was discussed, or pull together all the conversations where a particular claim trend was noted, you can search across your documented meeting history rather than digging through email chains.

This matters during reserve reviews that span multiple quarters — you can trace the evolution of a position across meetings and see when and why the view changed.

The Regulatory Documentation Standard

Actuarial documentation standards — ASOP No. 41, the documentation guidance in various actuarial standards of practice — require that work products include the information necessary for another actuary to understand and evaluate the work. That standard applies to the work product, but the underlying rationale often lives in the meetings where assumptions were debated and decided.

Granola doesn't replace formal documentation, but it captures the discussions that support it. When documentation needs to explain why an assumption was selected, the recorded meeting where that assumption was vetted is the source of truth.

Start capturing your actuarial meetings with Granola and build the documentation foundation that formal work products require.