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BY INDUSTRY

Built for factories that cannot afford a mistake.

SafeKernels deploys where safety failure is expensive, regulated, or both.

AUTOMOTIVE

Mixed-vendor cells with sub-second cycle times.

Talk to our automotive lead

StandardsISO 10218-1:2025 · ISO/TS 15066 · VDA 6 process quality

Pain

ISO 10218 audit cadence + ISO/TS 15066 for human-robot collaborative stations. Sub-second cycle times leave no headroom for probabilistic safety.

Use cases

  • Mixed-vendor body-in-white cells
  • LLM-planned material handoff (UR + KUKA)
  • Final-assembly cobot + AGV coordination
  • Paint shop sequencing
ELECTRONICS & SEMICONDUCTOR

One mis-commanded move is a six-figure wafer scrap event.

Scope a fab pilot

StandardsSEMI S2/S8 · ISO 14644 (cleanroom) · IEC 61508

Pain

Contamination zones. Extreme-precision handoffs. Cross-vendor SCARA + 6-axis coordination in cleanroom envelopes.

Use cases

  • Fab tool tending
  • Cleanroom material handoff
  • Wafer-cassette transport coordination
LOGISTICS & WAREHOUSING

AMR + manipulator fleets sharing dynamic floorspace with humans.

Book a logistics walkthrough

StandardsISO 3691-4 · ANSI/RIA R15.08 · ISO 10218-2

Pain

Humans and AMRs sharing mutable zones. Dynamic pick locations. Near-misses the WMS never sees because intent isn't logged.

Use cases

  • Dense AMR + manipulator coordination
  • Cross-dock handoffs
  • Human-shared aisle operation
PHARMA & LIFE SCIENCES

Aseptic isolators where one bad trajectory voids the batch.

Walk through a GMP audit trail

StandardsEU GMP Annex 1 (2023) · 21 CFR Part 11 · ISO 14644 · ISO 10218-2

Pain

GMP audit reviewers ask for machine-readable intent, not just outcome logs. Cross-vendor isolator robotics, glovebox handoffs, and tray transports are still glued together with PLC interlocks and tribal knowledge.

Use cases

  • Aseptic fill-finish line robotics
  • Isolator glovebox handoffs
  • Vial-tray transport between sterilizer and capper
  • Batch-record stitching from kernel audit log
BATTERY & EV CELL MANUFACTURING

Dry rooms where a dropped cell is a fire-suppression event.

Scope a gigafactory pilot

StandardsIEC 62619 · UL 9540A · NFPA 855 · ISO 10218-2

Pain

Sub-1% RH dry rooms, electrolyte fill stations, and thermal-runaway propagation paths leave no margin for a probabilistic policy. Stack, weld, and pack lines mix vendors that never share an interlock contract.

Use cases

  • Electrode stacking and tab-welding cells
  • Electrolyte fill robotics
  • Formation-rack handling and rotation
  • Pack-assembly cobot stations
AEROSPACE & LARGE-STRUCTURE COMPOSITES

Multi-robot motion on parts that take six weeks to recur.

Talk to our aerospace lead

StandardsAS9100D · NAS 412 · ISO 10218-2 · IEC 61508

Pain

Coordinated AFP / ATL crawlers on the same fuselage section. Drilling and fastening on wing skins where any phantom retract scraps a part with a multi-week lead time. AS9100 traceability per fastener.

Use cases

  • Multi-robot AFP / ATL on fuselage barrels
  • Drilling and fastening of wing skins
  • Autoclave loading and unloading coordination
  • Paired-arm composite layup
FOOD & HYGIENIC PACKAGING

Allergen segregation and washdown that the WMS never models.

Walk a hygienic-zone scenario

StandardsISO 22000 · FDA 21 CFR 117 · EHEDG hygienic design · ISO 10218-1

Pain

Hygienic-zone segregation between allergen and non-allergen lines. Daily wet washdown breaks routing assumptions. Cross-contamination rejects a full shift; nobody sees the near-misses because intent isn't logged.

Use cases

  • Cross-line case-packing across allergen-segregated SKUs
  • Washdown sequencing across cobots and conveyors
  • End-of-arm-tool changeover for multi-recipe lines
  • Pick-and-place with hygienic-zone enforcement

See SafeKernels in your environment.

We tailor the demo to your vendor mix and cycle time.