Visenious

AI robotics that act only with your authorization.

Every pick is proposed, checked against policy and evidence, then executed by a controller that keeps machine authority.

Scope a pilotThe two subprojects

Two subprojects. One authorization core.

Both see with Visenious Visual SI.

  • VPOR/1Patent pending

    Visenious SI Governed Recycling

    Sorting that explains itself.

    Observe a material stream, authorize permitted handling, record every outcome.

    • Class, region, confidence and time per item.
    • Policy, evidence and safety checked before any pick.
    • 1 to 10 arms in the simulated stopped-cell MVP.
  • VPOR/2Scoping

    Visenious SI Governed Packaging

    Every pack and pallet on record.

    The same core on the packaging line: pick, place and stack under your rules.

    • Packing and palletizing proposed, controllers execute.
    • Damaged or mislabelled items held with the frame.
    • Pack patterns and limits versioned by you.

Perception, authorization, proof.

  • 2.1 Perceive

    Every item keeps a history.

    Ambiguous observations are flagged, never merged.

  • 2.2 Authorize

    Policy before motion.

    Only an authorized proposal reaches a controller.

  • 2.3 Execute

    Controllers keep authority.

    VPOR SI proposes. The machine enforces its limits.

  • 2.4 Scale

    Arms only where they pay.

    One to ten arms, each justified by measured benefit.

  • 2.5 Improve

    Models change by reviewed release.

    Evaluated on held-out data, with rollback.

  • 2.6 Measure

    A pilot with a scorecard.

    Recovery, purity, task hours, decision trace.

A bottle, a carton, one arm.

  • Confidence is detector output, not accuracy.
  • Unresolved items are part of the result.
vpor cell · line B · policy v14live
  • $ vpor run --cell B --arms 2
  • ⟶ camera.observe frame 103 bottle 0.91 carton 0.58 (boxes overlap)
  • ⟶ inventory.match bottle → item #4471 carton → held: ambiguous
  • Proposal: arm 1 pick item #4471 → bin PET. Grasp window 1.8 s.
  • ⟶ gateway.check policy v14 ✓ evidence ≥ 0.85 ✓ machine ready ✓ zone clear ✓
  • ✓ authorized · arm 1 · deposit confirmed · record #9 318
  • Unresolved: 1 carton. Kept for review with frame reference.

Where it stands.

A staged route to an industrial pilot.

Current MVP
Stopped-cell software, verified in simulation and live camera trials. No arm installed yet.
Verified
Regression tests, 49 acceptance scenarios, 1 to 10 arms in fixtures.
Next
Camera, host, encoder feedback, one physical cell, plant pilot.
Control
Policy versioned and owned by you.
IP
Patent pending, EPO 2026.
Runs on
Genius, with Visenious Visual SI.

Also from Visenious

Bring us your stream.

Pick a material stream. We scope the first milestone together.

Scope a pilot