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Healthcare & Life Sciences2026-07-22

From 30 clinical papers to compliance deliverables: a regulatory team's 10-day sprint

The regulatory-affairs team (5–7 people) of a medical-device company — maker of Class III devices such as Hem-o-lok ligation clips — deployed a shared Workspace and agents inside the corporate intranet. In 10 days the agents processed 1,346 events across 29+ sessions, and usage grew from 5 to 7 people.

5–7
team members
10
days, 8 active
1,346
agent events
~30
papers analyzed
To protect the customer's business information, this case study is published anonymously. It is compiled from real usage data.

Background

The team's routine work: search and read clinical literature, compile safety and efficacy data, research competitors' global registrations, produce filing documents for different regulators, and track regulatory developments across major markets — then turn those into a monthly report clients can read. Deep expertise, and a mountain of reading and data entry.

The bottlenecks

1

Literature volume

A registration filing cites dozens of papers. Reading ~30 papers and extracting indications, contraindications, trial data and adverse events used to take several people several days.

2

Scattered competitor data

Competitors' approvals across CE (EU), FDA (US) and NMPA (China) live in different databases and sites, with no systematic comparison.

3

High-stakes filing documents

EU declarations of conformity and similar filings must be exact; a format or data error can delay registration. Manual drafting means repeated cross-checking.

4

Regulation tracking plus content production

Global regulatory updates must not only be understood but turned into client-readable WeChat-article-format monthlies — reading and producing, stacked.

How it unfolded

Phase 1 — Literature analysis and the safety/efficacy report (days 1–4)

The team uploaded ~30 clinical papers on the Hem-o-lok product line to the Workspace. An agent read each one and extracted indications and contraindications, trial data and outcomes, adverse-event types and rates, and the overall safety/efficacy assessment — producing a consolidated literature review the team could audit and refine without re-opening the sources.

Phase 2 — Competitor research and filing drafts (days 5–7)

Agents compiled competitors' approval status, registration scope and approval timing across CE, FDA and NMPA into a comparison pack, and drafted registration documents — including an EU declaration of conformity — from the clinical data gathered in phase 1, for the team to review and finalize.

Phase 3 — The global regulatory monthly (days 8–10)

Agents compiled regulatory developments across EU MDR, FDA and NMPA, analyzed their impact on Chinese manufacturers with recommendations, and formatted the result as a WeChat-official-account article — internal research extended straight into a client-facing deliverable.

Inside the Workspace

From 30 clinical papers to compliance deliverables: a regulatory team's 10-day sprint — OpenAgents Workspace
Recreated in OpenAgents Workspace with demo data — what this team's workflow looks like in the product (customer data is never shown).

What changed

Days of reading → review-and-approve

The ~30-paper extraction that took multiple people days now arrives as a consolidated draft; members audit and supplement, focusing on judgment.

Systematic competitor view

Cross-market registration data is compiled into one comparison view instead of repeated database dives.

A working base for filings

Draft filings and clinical-evidence summaries give members an editable starting point instead of a blank page.

Research extended into client service

Regulatory intelligence went from "known internally" to "published externally" — the team now generates client-readable monthlies quickly, raising the department's service value. And the shared Workspace kept 7 people's materials consistent and reusable.

Delivered in this period

  • Product safety & efficacy analysis based on ~30 clinical papers
  • Competitor registration research across CE, FDA and NMPA
  • Draft registration documents incl. an EU declaration of conformity
  • Global medical-device regulatory monthly (WeChat-article format)

Takeaway

In 10 days, a 5–7 person regulatory team ran a complete workflow — literature review, competitor research, filing drafts, regulatory tracking, client content — with AI absorbing the repetitive reading, extraction and compilation. Usage kept spreading: 5 people became 7, with new channels and new tasks still being created. For literature- and compliance-heavy industries — medical devices, pharma, chemicals — this is a repeatable pattern: OpenAgents as the regulatory team's research assistant and content engine.

Put agents to work in your team

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