Seal
Seal provides a unified GxP platform for life sciences organizations, combining QMS, batch records, MES, ELN, and LIMS on a single record. Its AI agent, Neil, drafts paperwork, flags problems, and proposes process improvements that remain drafts until approved by the team. Seal links results, batches, and investigations, with each batch pinned to the exact procedure version it ran on.
- Manufacturing / Industry 4.0
- AI Agents
- Regulatory & Compliance Technology
- Artificial Intelligence
- Software Only
Funding
Funding not disclosed
Founders
Founder details are not available yet.
Product
Problem
Life sciences organizations run GxP processes across lab, manufacturing, and quality functions using disconnected systems and shared drives, leading to version chaos, unreconciled data, and difficulty linking results to specific batches or investigations. This fragmentation slows continuous improvement and creates compliance risks when teams cannot determine which procedure version a batch actually followed.
Solution
Seal unifies lab, manufacturing, and quality workflows on a single platform, linking results, batches, and investigations so nothing needs to be reconciled across systems. Its AI agent, Neil, learns from every run and proposes process improvements—such as adjusting hold times or updating procedures—which remain drafts until required reviewers approve them. Neil works within the organization's permissions, can be disabled entirely, and operates across both Seal-native workflows and connected external systems. Every change is version-controlled, and each batch is pinned to the exact procedure version it ran on, providing full traceability. Teams can start with one workflow and add more as they become ready, without replacing their existing systems.
Target Audience
Primary customers are regulated life sciences organizations—including biopharma manufacturers, CDMOs, and quality teams—that run GxP processes and need to improve them continuously while maintaining compliance and audit readiness.
Features
- AI agent (Neil) that reads runs and records, drafts comparisons, gap assessments, and reviews, with every finding linked to the record, version, and field behind it
- Unified platform covering QMS, EBR, MES, ELN, and LIMS on one shared ontology, linking batches to samples, results, and quality events
- Version-controlled documentation where each batch is pinned to the exact procedure version it ran on
- Review-gated change workflow: Neil's proposals stay drafts until process owners and QA sign off, with automated tests run on each configuration change
- Continuous validation model where every change runs its tests before release, with failed runs kept on the record
- Integrations with SAP, NetSuite, LabWare, LabVantage, Tulip, Emerson DeltaV, AVEVA PI, Veeva Vault, MasterControl, and other systems
- Specialist AI agents that can be created for specific work types, each with its own instructions, access, and computer
- Email-based job submission for handing work to Neil