Pharma
Pain
Output has to scale without raising deviation risk.
We deploy
Traceable batch work with IQ/OQ support inside the existing quality system.
Physical AI systems for regulated production.
We build autonomous robot deploymentsnoteInstalled robot cells with the policy, tooling, validation evidence, and support needed to run real work on a production floor. for repetitive but critical work in pharma, biotech,noteOur first markets: regulated operations where flexible physical work, traceability, and operator involvement matter more than raw robot hardware. and advanced manufacturingnoteOur first markets: regulated operations where flexible physical work, traceability, and operator involvement matter more than raw robot hardware.. Our systems work beside skilled teams, adapt through world modelsnoteA site-specific representation of objects, constraints, state, and acceptable next actions inside the workcell., and produce the evidence regulated industries need.
World model active
WORLD MODEL · ACTIVE
t+184msPOLICYPOL r34.2
CONFIDENCE0.974
DRIFT0.31 mm
ACTIONpick → place
BOUNDSOK
REVIEWauto
audit · sha256:9af0…12deploy/leiden-03
Regulated workcells
World-model autonomy
Validation-ready evidence
Human-in-the-loop deployment
Vision
The age of scalable physical labor.
The people who keep critical industries running are becoming scarcer. At the same time, production is becoming more complex, more regulated, and more variable. Fixed automation cannot absorb that alone.
Mutable Labs builds physical AI systems that stand next to skilled teams. Robots take on repetitive, critical work. Humans move from doing the work to teaching, supervising, and improving the systems that do it.
Operating principles
Principle · 01
Humans move up the stack
Robots take repetitive work. People focus on judgment, improvement, research, and control.
Principle · 02
Compliance becomes a capability
The evidence layer is part of the deployment, not paperwork after the fact.
Principle · 03
Physical labor becomes scalable
Industry needs systems that change with the product, process, and floor.
Biotech
Pain
Technicians lose high-value time to repetitive bench workflows.
We deploy
Repeatable bench work, including overnight handling and traceable records.
Advanced manufacturing
Pain
Precision equipment waits on manual loading, inspection, and changeover.
We deploy
Configurable work around existing machines, deployed where the bottleneck sits.
What we build
We sell more than robots. We sell deployments.
The arm is one part. The useful unit is the whole system around it: installed, configured, bounded by your SOPs, and producing the evidence your quality team needs. Four layers, shipped as one.
- Layer · 01
Robot cell
Commercial robot hardware configured around the real floor, tooling, materials, and operators.
- Layer · 02
World model
A site-specific representation of objects, state, constraints, and next actions.
- Layer · 03
Policy + gate
Learned behavior bounded by hard SOP, safety, and quality constraints.
- Layer · 04
Evidence layer
Signed motion logs, release notes, validation artifacts, and exception review.
How we work
From critical workflow to validated deployment.
Step · 01
Intake
We walk the floor with you. The task we are looking for is repetitive, high-stakes, and currently done by hand.
Step · 02
Discovery
We map the cell: equipment, materials, tolerances, SOPs, and where quality has to be able to inspect.
Step · 03
Validation partner
We build the evidence path with operations and quality before the first robot moves. URS, risk, IQ/OQ, change control, designed in.
Step · 04
Live cell
The deployment runs the work batch after batch. Every action logged, every exception reviewed, every release controlled.