AI, Industrial Edge & Data Systems

AI, Industrial Edge & Data Systems

AI-Now started from a simple question:

What happens when the same team designs the PCB, writes the firmware,
builds the Linux stack, and also cares about how the machine is cooled?

The answer is the core of our work:
systems where AI, control logic, and hardware are designed together, not bolted on later.

Industrial Control & Embedded Projects

We work with:

  • Microcontroller boards (STM32, ESP32, and similar) for real-time control.
  • Linux gateways that connect sensors, pumps, compressors, and valves to the network.
  • Dashboards and alerts that allow operators to actually see what their machines are doing.

Typical features include:

  • Temperature, flow, and pressure monitoring.
  • Loggers and analytics for long-term reliability.
  • Remote updates and safe configuration changes.

The goal is always the same:
help equipment behave more like a well-run server and less like a mysterious black box.

AI & Local Intelligence

AI-Now focuses on local and edge AI:

  • Small LLMs and agents that can run on your own hardware.
  • Retrieval systems that keep your documentation and logs close to the model.
  • Tools that help diagnose, optimize, and explain what your machines are doing.

We like AI best when:

  • It is observable.
  • It can be switched off if needed.
  • It makes human experts faster instead of trying to replace them.

Data & On-Prem Infrastructure

We design:

  • Compact servers and workstations for labs and small data rooms.
  • Monitoring stacks that combine metrics from PCs, controllers, and sensors.
  • Backup and archival plans that acknowledge failure will happen someday.

Here is where our hardware labels tie back in:

  • Black / White / Silver / Bronze systems can serve as nodes in these data flows.
  • The same burn-in and logging we use for PCs also inform our industrial and AI designs.

Why This Matters

Most modern projects now touch all three layers:

  1. Physical equipment.
  2. Control and telemetry.
  3. AI and data analysis.

AI-Now sits at the intersection, with hands on all three:

  • We solder boards, write firmware, and configure Linux.
  • We design burn-in tests and watch the graphs.
  • We feed those graphs into AI agents that help keep everything healthy.

If your work lives in that same intersection, we speak your language.

Contact us to discuss collaboration, prototypes, or custom systems.