GxP that learns.
neil is the AI brain for all your GxP work.Build and run lab, manufacturing and quality workflows on Seal.
Illustrative CAR-T release. Eight runs of version 4 of a procedure in Seal, post-thaw viability drifting down toward its 90% specification and reaching 91.4%. neil drafts a reduction in the post-thaw hold from 45 to 30 minutes. The process owner reviews and approves version 5, whose runs hold around 96%.
Put neil to work across your operation.
Ask why viability is falling. neil brings together batch records, timestamps and procedures, then prepares an investigation with the sources attached.
Give it investigations, analyses and processes to build. neil works on multiple jobs in parallel across your records and connected systems, even while you’re away.
Explore 176 integrationsWhy is post-thaw viability falling?
Longer holds coincide with lower viability. All eight runs stayed within the approved limit.
Investigate the hold. Review a shorter limit.
3 sources attached for review
GxP work, transformed.
“With Seal, we could quickly transform our existing processes into a digital form. We didn’t need to adapt or change them, and even better, it evolves with us as we scale. The support has also been outstanding.”
Build the system your operation needs.
Give neil an SOP, batch record or form. It builds the steps, fields and checks into a workflow your team can test, approve and run.
122 GxP blueprints give you a starting point. Keep adapting the workflows as your methods, equipment and products change, on the same platform.
Explore the platformSOP-QA-014 Rev 4.pdf
Keep the product at 2 to 8 °C for no more than 45 minutes before testing.
Viability must be at least 90%.
CAR-T product release
Effective 14 Mar 2026
Post-thaw handling and release testing
Thaw the product at 37 °C and note the time.
Confirm the chain of identity against the label.
Keep the product at 2 to 8 °C for no more than 45 minutes before testing.
Viability must be at least 90%.
Potency must be at least 350 pg/mL.
QA reviews the results and dispositions the batch.
Give AI the context to do useful work.
Seal’s ontology links your batches, samples, materials and procedures. neil can trace a result to the run and method behind it. Each run adds evidence for the next investigation or process improvement.
Turn what you learn into how work runs.
In this example, neil proposes a shorter hold from the evidence of eight runs. Your team reviews, tests and releases the improvement as a new process version, with its specifications and evidence attached.
As AI becomes more capable, put it to work on the workflows and knowledge you’ve already built. Keep improving how your operation runs, while earlier work keeps its history.
See how continuous validation worksCAR-T release
Revision v04 → v05
03 / Post-thaw hold
Hold the thawed product at 2 to 8 °C for no more than 45 30 minutes before the viability count.
Proposed by neil from evidence across 8 runs.
Process owner
Continue on the approved version.
Approval, checks and training pending.
Questions about Seal.
What is Seal?
Seal is the GxP operating system for biopharma. Build and run lab, manufacturing and quality workflows, then evolve them with neil, your AI agent.
Why Seal over a standalone LIMS, QMS or MES?
Build lab, manufacturing and quality workflows on the same platform, around your processes. A shared ontology connects the work, and neil helps you investigate results and build improvements. Start with one workflow and extend from there.
How are changes validated?
Each change carries its specifications, test evidence and required approvals. Your team verifies it before release. Earlier runs retain the version they used.
Can neil change a live process?
neil proposes changes. Your team tests and approves them before they go live. neil works within your permissions; you can disable AI across the organisation.
Do we have to replace our existing systems?
No. Start with one process, connect the systems you keep and move more work into Seal when you’re ready.
Who uses Seal?
Paradromics, Bioventix, Acclinate, Skye Biologics and MiAlgae. Read their customer stories for measured results.
See neil on your workflow.
Bring a procedure or a recurring problem. See neil investigate the work and build a process your team can run.