Engineering Intelligence for Industry

Software, silicon, and the strategy to deploy at scale.

Pro-Wares partners with manufacturers, warehouse operators, and enterprise teams to ship custom AI agents, edge hardware, and consulting that actually moves the floor.

120+
Production AI agents deployed across manufacturing & logistics
38
Enterprise clients on three continents
99.94%
Uptime across deployed edge inference fleet
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Generative AI Agents
Computer Vision
Edge Inference
Warehouse Automation
Predictive Maintenance
Smart Cameras
Custom Software
Enterprise Strategy
Generative AI Agents
Computer Vision
Edge Inference
Warehouse Automation
Predictive Maintenance
Smart Cameras
Custom Software
Enterprise Strategy

Software that thinks. Systems that ship.

⟢ 01.01

Custom Software Development

Bespoke platforms, internal tools, and integrations engineered around your exact workflow — not a vendor's roadmap.

  • Full-stack web & mobile
  • API & systems integration
  • Data platforms & analytics
⟢ 01.02

Generative AI Agents

Multi-agent systems for manufacturing and warehouse operations — autonomous routing, quality inspection, and decision support.

  • Autonomous workflow orchestration
  • RAG over enterprise knowledge
  • Vision-language reasoning
⟢ 01.03

MLOps & Model Operations

Production-grade pipelines for training, fine-tuning, evaluation, and continuous deployment of models at the edge or in the cloud.

  • Model training & fine-tuning
  • Eval frameworks & guardrails
  • Continuous delivery for AI
⟢ 01.04

Digital Twins & Simulation

Virtual replicas of factory lines and warehouse layouts — model, simulate, and optimize before a single bolt is moved on the floor.

  • Process digital twins
  • Real-time telemetry sync
  • What-if scenario modeling

An AI engine built for the factory floor, not the lab.

Our intelligence stack runs where it matters — millisecond inference at the edge, agentic reasoning in the cloud, and a unified observability layer that makes both auditable.

Multi-modal reasoning

Vision, language, and time-series fused in a single agent loop.

Edge-first deployment

Quantized models on Pro-Wares hardware. Zero cloud dependency for critical paths.

Continuous evaluation

Every prediction logged, scored, and surfaced to your operations team.

SYSTEM // ACTIVE
NEURAL_MESH.v4.2
NODES: 512
RENDER · WEBGL
HOVER & DRAG

Sensors, silicon, and steel.

PRO-WARES PV-840
⟢ Vision Series

PV-840 Smart Camera

4K industrial vision module with on-board NPU. Real-time defect detection at 120fps with no cloud dependency.

4K · 120fps 15 TOPS NPU IP67
PWX-12 EDGE COMPUTE · PWE-220
⟢ Edge Series

PWE-220 Edge Compute

Ruggedized edge inference unit. Runs quantized LLMs and vision models on-prem with sub-30ms latency.

40 TOPS 32GB LPDDR5 -20°C / 60°C
LIDAR · PWS-15
⟢ Sensor Series

PWS-15 LiDAR Module

360° solid-state LiDAR for warehouse robotics and AGV navigation. Centimeter accuracy at 30m range.

360° FOV 30m range ±2cm
PW

Strategy that survives contact with the floor.

We embed alongside your engineering and operations teams to translate AI ambition into deployed systems. No 200-page slideware. Working software in 90 days.

AI Readiness Assessment

Audit your data, infrastructure, and team capability. Get a candid roadmap.

→ 01

Solution Architecture

End-to-end blueprints from sensor to dashboard, vetted against your constraints.

→ 02

Embedded Engineering

Senior engineers working inside your team — handover is the goal, not the surprise.

→ 03

Change Enablement

Your operators trust what they understand. We train, document, and handhold.

→ 04

Field notes from the frontier.

⟢ Whitepaper

Multi-Agent Orchestration for High-Mix, Low-Volume Manufacturing

A reference architecture for deploying coordinated AI agents across CNC, inspection, and packaging stations.

Pro-Wares Labs · Q1 2026
⟢ Case Study

37% Throughput Lift in a 600,000 sq ft Distribution Center

How a Tier-1 logistics operator deployed Pro-Wares vision agents to eliminate three sortation bottlenecks.

Customer Story · Q4 2025
⟢ Technical Brief

Quantization Strategies for Vision-Language Models on Edge NPUs

Benchmarks across INT8, INT4, and mixed-precision deployment on the PWE-220 platform.

Pro-Wares Labs · Q1 2026
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We started Pro-Wares because the gap between an AI demo and a deployed system is wider than anyone wants to admit. We close that gap.

PW
The Pro-Wares Team
Engineers · Operators · Researchers
2019
Founded by ex-FAANG and industrial automation engineers
62
Engineers, researchers, and operators worldwide
14
Patents filed across vision, edge, and agent systems
3
R&D centers across North America, EU, and APAC

Let's build something real.

Tell us about your operation, your constraints, and where you want to be in 12 months. We'll respond within one business day with a candid take.

Headquarters

Pro-Wares HQ
Engineering Quarter
Milwaukee, WI