The analyst alongside your account

Watch a question become an investigation.

Follow the sidebar as it researches a finding and builds an answer with supporting evidence.

Book a Research demo

Research access is separate from the Flow trial.

Illustrative analyst walkthrough. Open demo in a new tab

Start with a question

“Which employers in my niche changed brokers?”

“How do this plan’s fees compare with similar employers?”

“What explains this reported PBM amount?”

From a number to an informed question

Understand what the field contains.

A reported amount is a starting point. Research helps you ask what is inside it.

Illustrative example · Fictional data
Plan-level providers · Schedule C

Same field. Different questions.

Two fictional employers with similar covered lives.

The analyst’s next question

What portion pays for prescriptions, and what portion compensates the PBM?

Why this is not a fee-ratio comparison

The reported amounts may represent different things. These synthetic values do not demonstrate a difference in administrative fees. Current service disclosures are needed to separate drug costs, compensation, and other economics.

History with context.

Six years of filings, monthly data updates, and current public research.

Benefits-specific tools.

Resolve employers, compare fees, and trace provider relationships.

Evidence you can inspect.

Follow the source, reporting year, and calculation behind an answer.

Choose how you work

Research where
you already work.

Alongside your accounts

Add the AI sidebar analyst to Flow ($269/user/month) to investigate a finding within your account workflow.

In a standalone research workspace

Request standalone CalliopeResearch access for deeper conversational work.

Inside your own Claude workspace

Connect Calliope’s filing research and benchmarks to Claude through MCP (Model Context Protocol).

MCP access is arranged with our team. Research options are separate from the Flow trial.

Compare Research access options

Bring a question. Explore the evidence.

See CalliopeResearch work against your actual book of business. Thirty minutes. Bring your hardest question.