How Labflow lands in your lab.
Labflow is an enterprise rollout, not a download. This page walks through how the deployment actually works — from the first call to a signed report on your bench — and the reference your team gets once you're live. The fastest path to evaluating it is to call us.
Five minutes to first sweep.
Labflow is a guided enterprise rollout, not a curl-pipe-to-shell. A real engineer pairs with you on the first sweep — from booking the call to a signed report is under a week.
How Labflow lands in your lab
Bench audit
A Labflow engineer maps your instruments, transports and adapters, and flags anything we need to validate before pilot.
Pilot bench
We deploy Labflow on one bench, paired with one operator. Limited scope, full audit trail.
Safety policy
Per-channel ceilings, operator-confirm gates and auto-shutdown predicates — authored with you, signed off by your safety officer.
Operator training
A 60-minute walkthrough plus a recorded pair on a real run. New operators are productive the same day.
Org rollout
Bay-by-bay rollout with SSO, org-wide safety policy and audit-log integration. Driven by our solutions engineer.
Where Labflow can run
Managed cloud
We host the control plane; a thin agent talks to your bench over your network. Fastest path to pilot.
VPC-isolated
Control plane inside your VPC, no traffic leaves your network perimeter. mTLS end to end.
Self-hosted
Full control plane on hardware you operate. Kubernetes or single-node, your choice.
Air-gapped
No outbound network. On-device agent (flow-s) handles tool-calling locally. Common in defense and regulated labs.
After rollout
Protocol DSL
A typed language for the bench — sweeps, captures, measurements, aborts and signed manifests. Authored in plain English with the agent.
SCPI cookbook
Per-instrument recipes covering the common bench routines (transfer curves, PSRR sweeps, step responses, burn-ins).
Python SDK
Typed client for notebooks and integration scripts. Plays nicely with PyVISA-based workflows you already have.
REST + webhooks
Drive sessions and subscribe to events from your LIMS, MES or ticketing system. OpenAPI 3.1 spec ships in-product.
OpenTelemetry export
Traces, metrics and logs piped to your collector — with the hardware events attached.
What your security team will ask
SOC-2 Type II
In progress. Audit collateral and bridge letter available under NDA on request.
SSO & SCIM
SAML 2.0 and OIDC for SSO, SCIM 2.0 for provisioning. Lab and Enterprise tiers.
Audit log
Every SCPI line, every approval, every retry — timestamped and exportable.
Data residency
EU and US regions available. Customer data never leaves the chosen region.
21 CFR Part 11 / GxP
Reach out — we have customers in regulated environments and can share our validation collateral.
Driver matrix
42 drivers across 11 vendors. We confirm which of yours are covered on the discovery call.
Protocol library
Battle-tested protocols Labflow ships with — transfer curves, PSRR sweeps, step responses, burn-ins.
Ready to evaluate?
Labflow is an enterprise rollout. The fastest way to test it on your bench is to call us — we'll pair on a real instrument inside a week.