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IndustryLife sciences

AI systems for life sciences.

The workflow pattern we see in this industry, and what we would build for it.

The workflow patternEvery handoff is manual

01

Data locks

Clinical data is ready. Medical writers start assembling submission sections by hand from tables and prior documents.

02

Drafts loop

Every section cycles through review after review. The calendar, not the science, sets the pace.

03

Safety reports triaged

Adverse-event reports are classified one at a time for severity and reportability. Volume keeps growing.

04

Records reviewed by hand

Batch records and deviations are reviewed page by page. Quality staff read for completeness, not signal.

What we would buildNamed deliverables

A regulated drafting and triage agent.

An agent that assembles first-draft submission sections from source data, classifies safety reports for human confirmation, and pre-reviews batch records for completeness. Built to GxP discipline: validation documentation, audit trails, and human sign-off on every regulated decision. The agent removes the assembly work, not the accountability.

10 to 14 weeks from kickoff to a live production system. We stay through adoption.

Named deliverables
01

Eval harness

Checks agent outputs against a test set before release.

02

Reliability gates

Hard checks the system must pass before it ships.

03

Live production system

The working system in your stack, not a report.

04

Adoption Mile

To the 70 percent weekly-active bar by day 90.

Industry ranges · Not ClearForge resultsIllustrative rows
  • Medical writer time on first-draft assembly

    50 to 70 percent

    Illustrative
  • Average cost to bring a new drug to market

    Above $2 billion

    Illustrative
  • Submission cycle compression from drafted-first work

    Varies by document type

    Illustrative

Ranges are industry observations for orientation. They are not ClearForge results. Our results live on the proof page.

See the proof

Start where every engagement starts. The fixed-fee Diagnostic maps this workflow in your regulatory team in 2 weeks.

Starting point · Forge Diagnostic
Next stepFixed fee · 2 weeks

Start with the fixed-fee Diagnostic.