AI Agents Meetthe Physical World
Give your agents hands and eyes in the real world.
Vision, UART, GPIO, motion — plug-and-play MCPs for hardware automation.
For teams starting with agentic testing
Integrate into your existing AI workflows
<100ms latency. Air-gapped. Fine-tuned for defects.
Robotic arm support (LeRobot compatible)
How it works?
From your specifications to test reports in 3 simple steps
Specifications
Import your documents (PDF, Word, Excel). Our AI agents analyze and understand your test requirements.
Generation
Agents create test scenarios, connect to your equipment, and prepare the environment.
Execution
24/7 automated testing with detailed reports, generated bug reports, and complete traceability.
Four levels of autonomy
Start where you are. Go as far as you need. Each level builds on the previous.
Vision Engine
AI-powered visual analysis, running at the edge.
OCR, LED tracking, visual inspection. Powered by open-source AI models, fine-tuned to your needs, deployed on-premise. Read displays, track indicators, inspect assemblies in real time. No cloud. No latency. Your data stays yours.
Motion Engine
Make any physical interface reachable by an agent.
Robotic arms, edge-deployed motion models, and plug-and-play hardware connectors (UART, GPIO, I2C, power supplies, scopes). Interact with buttons, knobs, joysticks, switches. Any interface, without exception. Remove the last barrier to full automation.
Test Automation Framework
A pytest foundation built for industrial test benches.
Scalable and flexible architecture to integrate your bench drivers, test sequences, and hardware devices (UART, GPIO, I2C, power supplies, scopes). Plug in your setup, structure your flows, and deliver traceable reports. CI/CD-ready from day one.
Agentic Orchestration
Your bench runs itself.
Gives your agent access to vision, motion, hardware, and the framework. All at once. The agent reads the spec, drives the bench, and delivers the signed report. End-to-end. Zero human intervention required. Continuously. Without supervision.
Request a demo
Discover how Spec2Prod can revolutionize your hardware testing processes