For commercial & medical-affairs leadership

The Narrative Layer for life sciences.

One number, two altitudes. Leaders consume the signed-off story. Directors live one layer above the agents that produce it. Every figure walks the chain back to its licensed source.

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  • Forecasting · IQVIA · SEER
  • Modular RWD · Flatiron · Optum · OMOP
  • Whitespace · CT.gov · ASCO · FDA
  • Medical-affairs firewall
Editorial illustration of evidence flowing from licensed sources into a leadership narrative

The narrative layer

Same data, two altitudes

The Storyboard, the Decision Functions, and the Evidence Trail are the three surfaces of one continuous traceability spine.

Storyboard

One number, two altitudes

Leaders consume the signed-off narrative; directors live one layer above the agents that produce it — same data, same evidence map.

Decision Functions

WB · DR · HG (and the medical mirror)

What you need to believe, Digital Twin Referees, Hypothesis Generator — and their medical-affairs counterparts PB, KR, EG. Open-and-go simulators sitting on top of the data.

Evidence Trail

Click any number, walk the chain

Every figure on the storyboard resolves left-to-right: claim → decision function → agents → orchestrators → licensed source rows. No black boxes.

Specialist agents

Named agents, one layer below the directors

Each agent has a narrow remit and a clear source column. Directors compose them into reproducible analyses; leaders only see what's signed off.

Vibe Studio sits on top of all of them.

Gap Decomposer

Splits revenue vs plan into volume, price, mix, channel.

Belief Inverter

Turns a gap into the assumptions that would have to hold.

Cohort Builder

Builds modular RWD cohorts across Flatiron, Optum, OMOP.

KOL Twin Simulator

Simulates KOL response from publication & conference history.

Evidence Synthesizer

Turns publications and trials into a briefing note.

Impact Estimator

Sizes the commercial impact of a whitespace finding.

How it works

Four steps from licensed source to leadership brief

  1. 01

    Ingest

    Licensed sources

    IQVIA, Flatiron, Optum, OMOP, CT.gov, ASCO, FDA — under one access boundary.

  2. 02

    Decompose

    Orchestrators & agents

    Specialist agents query orchestrators; orchestrators map to source columns.

  3. 03

    Synthesize

    Directors review

    Directors live above the agents — they sign off the numbers leadership will see.

  4. 04

    Brief

    Leaders consume

    A leader-grade narrative with every figure walkable back to its source.

Click any number. Walk the chain back.

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