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Health plans and benefits→

Answer members faster.Read plan documents once.

Benefits teams and self-funded employers juggle dense plan documents, claims data and member questions. We build copilots and document pipelines that put the right answer in front of your team in seconds.

Talk to our team →See a workflow
Benefits team meeting around a table with notes
Example outcomeA cited answer in minutes, not days
Where time goes→

The work thatquietly eats the week.

These are the patterns we hear most often from teams in health plans and benefits.

01

Plan documents are dense

Answers to member questions are buried in long plan and contract documents.

02

Claims data is hard to use

Spend data arrives in spreadsheets and files that take days to reconcile.

03

Member questions repeat

The same eligibility and coverage questions come in every week.

What we build→

Systems that takethe routine off your plate.

Each one connects to the tools you already use, and your team stays in control of every decision that matters.

Internal copilot

Plan document copilot

Ask questions of your plan documents and get answers that cite the exact section.

Document processing

Claims and invoice processing

Extract and normalize claims and vendor invoice data into a format your analysts can use.

AI application

Member self-service tools

Simple, secure tools that answer common coverage questions for members.

A workflow, start to finish→

Here's what it looks likewhen it runs.

An example of the kind of workflow we design. Yours will be built around your own systems and rules.

TriggerA member asks whether a procedure is covered
OutcomeA cited answer in minutes, not days
Step 0101

Copilot searches the current plan document

Step 0202

Finds the relevant coverage section

Step 0303

Drafts a reply with the citation

Step 0404

Benefits lead reviews and sends

Works with →Plan document librariesClaims data filesHR and benefits platformsEmail
Further reading→

Research and guidesfor health plans and benefits.

Browse all resources →

Blog3 min read

Your Team's Hidden Search Tax, and How Internal Copilots Pay It Down

Knowledge workers spend a large share of their week looking for information. An internal copilot built on your own documents can give much of it back.

September 22, 2026Read →Guide3 min read

The AI Readiness Checklist: 12 Questions to Answer Before You Build

A practical, plain-English checklist for deciding whether a workflow is ready for AI, grounded in the NIST AI Risk Management Framework.

October 1, 2026Read →Blog3 min read

The Compliance Question: Building AI That Satisfies Legal and Security Teams

AI adoption stalls when legal and security teams push back. Here's how to build systems they can approve.

May 12, 2025Read →
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Get in touch→

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