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PerceptronUnited States2026

Mk1

An AI model: an embodied reasoning model reasons about what a robot sees and what to do next. Its answer is typically a plan, a location or text rather than motor commands. This page describes the software, not a robot.

Robotsnot stated

Key figures as stated by the developer

3 of 6 stated · 3 gaps
  • Model type ⁠A embodied reasoning
  • Controls not stated
  • Inputs ⁠A camera language
  • Access ⁠A API only
  • Parameters not stated
  • Base model not stated
How to read the figures
50HzA
The letter in the grey square after a figure points to the source the figure came from. Pages with several sources carry several letters.
Versions and notes in the key figures (4)

Model type

Developer wording: "Mk1 is a frontier embodied reasoning model."

Controls

Note Launch post: "Mk1 is trained with structured spatial primitives (i.e., point, box, polygon, track, clip) as first-class outputs alongside text"

Inputs

Launch post: Mk1 "reasons over multiple camera streams jointly"; it also takes video and text prompts. Video and images = camera, text = language.

Access

Launch post: "Mk1 is available today via the Perceptron Platform and our updated SDK." Getting started lists the "API Model ID: perceptron-mk1".

Full specifications

3 of 12 fields stated
The letter points to the source at the foot of the page. Fields without a figure are dashed: the developer does not state them — that is not the same as zero, and not the same as no.
Field Value Source and caveats
Input and output
Model typeembodied reasoningA

Developer wording: "Mk1 is a frontier embodied reasoning model."

Inputscamera languageA

Launch post: Mk1 "reasons over multiple camera streams jointly"; it also takes video and text prompts. Video and images = camera, text = language.

Controlsnot stated

Note Launch post: "Mk1 is trained with structured spatial primitives (i.e., point, box, polygon, track, clip) as first-class outputs alongside text" ⁠A

Openness
AccessAPI onlyA

Launch post: "Mk1 is available today via the Perceptron Platform and our updated SDK." Getting started lists the "API Model ID: perceptron-mk1".

Licensenot stated

Note Launch post: "Mk1 is the first release in our new family of closed-source models." ⁠A

The developer’s own claims
Learns new tasksnot stated

Note The few-example claim in the launch post is about visual inspection: Mk1 can "learn new defect classes from a handful of examples without fine-tuning". ⁠A

Works across robotsnot stated

Note The launch post names no robot models: "Onboard embodied reasoning for manipulation and navigation: pointing for grasps, multi-view understanding across cameras, success detection on task attempts." ⁠A

Yes only if the developer itself says the model runs on different robot models, for example robots from two manufacturers or two of one manufacturer’s models. Several units of the same robot do not count.

Not stated: Degrees of freedom controlled, Parameters, Control rate, Runs where, Base model

Notes

  • Perceptron describes Mk1 as a model purpose-built for video understanding and embodied reasoning.
  • Perceptron released Mk1 on 12 May 2026.
  • Perceptron lists Bellevue, Washington as the location of its robotics and engineering roles on its About page.
  • Perceptron's terms of use are governed by the laws of the State of Washington.

Sources

One line per source, not per figure: a source has one retrieval date. The letter beside a figure points to the line it came from.