FloorLabs · AI for industrial process operations

One process change. Months of invisible damage. Not anymore.

When a process changes, most teams are blind to the downstream impact — which materials fail spec, which compliance gates are missing, who needs retraining, where handoffs will break. That blindness costs millions and months. FloorLabs eliminates it.

Months
Average time lost to a single unmanaged process change
Days
Process change cycle time with FloorLabs
Auto
Compliance checking across process, materials, and design specs
Zero
Downstream blind spots when a change is triggered
INDUSTRY INCIDENT · APRIL 2026

"Boeing is reworking ~25 undelivered 737 MAX aircraft after small scratches were found on wire bundles, traced to a machining error. Inspections and rework are causing short-term delivery delays."

"A DFM check on the machining process — and a compliance gate before final assembly — would have surfaced this on day one."

Process changes break in handoffs. Teams lose visibility. Compliance slips.

Engineering change orders sit in email for weeks
Floor teams work off stale revisions
Compliance gaps surface during audits — not before

If you're a product or process director, traditional tools make iterative engineering effectively impossible. FloorLabs changes that.

01 · Iterate faster

Iterative engineering, without breaking the system

Build on the last revision instead of rebuilding it. FloorLabs gives you complete visibility into what every change touches, so you can fix issues from the previous version faster and keep the rest of the system intact while you do it.

  • Every revision is a diff on the previous one — nothing rebuilt from scratch
  • Complete visibility: see what changed, what it touches, and what stays untouched
  • Resolve previous-version issues one node at a time, the rest of the pipeline stays live
Rev 12 Rev 13
3 changes · 0 of 3 resolved · 3 nodes untouched
Material
Unchanged · live
Cut
Unchanged · live
Weld
⚠ Issue from Rev 12
✓ Resolved in Rev 13
Inspect
⚠ Issue from Rev 12
✓ Resolved in Rev 13
Coat
⚠ Issue from Rev 12
✓ Resolved in Rev 13
Pack
Unchanged · live
Inspect tolerance ±0.020″ ±0.010″

Every revision is a diff. The rest of the pipeline keeps running.

02 · Dependency cascade

Change one step — instantly see every process it touches

FloorLabs builds a live process dependency graph from your operations. The moment something upstream changes, the impact wave is visible — every affected step, every team, every gate.

  • AI builds the dependency graph automatically
  • Cascade impact highlights downstream nodes
  • Unaffected branches stay quiet — no false alarms
Material spec
Changed
CNC machining
Needs review
FAI inspection
Needs review
Surface treatment
Needs review
Final assembly
Needs review
Packaging line
Not affected

5 affected steps surfaced in <1 second. Zero blind spots.

03 · Multi-layer compliance

Process, materials, design specs — checked together

Compliance isn't just gates between steps. It's the materials you specify, the tolerances on your prints, the audit trails on your signatures. FloorLabs checks all of it, against any standard, in one pass.

  • Process gate gaps → flagged red
  • Material grade mismatches → flagged amber
  • Dimensional tolerances out of spec → flagged amber
  • AI recommends which standards apply to your project
Raw Material
Spec: Al 5052
CNC Machining
Process step
Dimension Check
Tol: ±0.020″
Sign-off
Approval step

Gaps in process, materials, and design specs — all surfaced at once.

Project description
AI recommends — product specs + compliance
Active requirements
No requirements added yet

Describe your project. AI recommends the product specs that fit — and the compliance standards that apply.

04 · Description → deployable

Plain language in. Production-ready process out.

No more starting from a blank canvas. Describe the operation in your own words and FloorLabs assembles a deployable process — nodes, edges, gates, training links — in seconds.

  • Plain-text description → structured pipeline
  • Compliance gates added automatically
  • One click to push the process to your floor
Describe the operation

Built by people who've shipped at scale

NVIDIA
Siemens
OpenCV

A team of operators with backgrounds in AI infrastructure at NVIDIA, industrial automation at Siemens, and computer vision at OpenCV — building the tooling we always wished existed on the floor.