Applied AI for physical operations

AI systems for construction, logistics, and field automation.

We turn drawings, site data, and physical constraints into plans, estimates, and decisions — then close the loop with field feedback so the system sharpens on every job.

Messy real-world inputs become executable plans, commercial outputs, and automation-ready workflows.

01 Operating model one reusable pattern
across every vertical
01 Inputs
  • PDF & DWG drawings
  • BIM models
  • Point-cloud & scans
  • Site & survey data
02 Engine
  • Rules & constraints
  • Product knowledge
  • Perception
  • Planning & layout
03 Outputs
  • Designs & drawings
  • BOMs & quantities
  • Quotes & work packs
  • Site & robot tasks
02 Where it runs same engine
three domains
01 First wedge

Warehouse systems

Turn a building and a brief into a validated racking layout and a priced proposal.

  • Layout & design
  • Estimating
  • BOM generation
  • Quote logic
  • Drawing packs
02 Roadmap

Construction / MEP

Coordinate services and structure against real-world constraints and buildability.

  • Coordination
  • Quantities
  • Constraint checks
  • Installation planning
03 Research

Robotics / site intelligence

Close the loop between plan and reality with perception and autonomy on site.

  • Perception
  • Validation
  • Task planning
  • Feedback loops
03 Current wedge pilot-ready
warehouse engineering
Warehouse engineering & estimating

Our first wedge is warehouse engineering and estimating — the messy path from a drawing to a validated layout, a bill of materials, and a defensible quote.

The system calibrates around your product rules, historical jobs, drawings, BOM logic, quote logic, and engineering review — so its output looks like your work, not a generic template.

The goal isn't to replace domain experts. It's to scale their judgement into faster, more consistent workflows.

product rules historical jobs drawings BOM logic quote logic engineering review
A derived technical artifact from the Keystone editor: racking geometry, dimension ladders, door swings, and room zones on a planning grid.
Derived from a live layout — geometry, constraints & dimensions

Building something physical, messy, and hard to estimate?

We work with a small number of partners to calibrate the system around real jobs.

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