Practical AI that pays for itself.

Small models. Sharp vision. Tireless automation.

01 — Small Language Models

Flagship results.
Fraction of the cost.

Most business AI tasks are narrow: classify this ticket, extract that field, summarize this document. You don't need a trillion-parameter model for that — and you shouldn't be paying for one. We train small, specialized language models that match or beat the big-name LLMs on your specific task.

  • Typical token-cost reduction of 90% or more
  • Millisecond responses instead of multi-second waits
  • Runs on your own hardware — your data never leaves the building
  • Fine-tuned, distilled, and maintained for your exact workload
Flagship LLM
$15.00 / 1M tokens
~2,000 ms per response
Your Specialized SLM
$0.15 / 1M tokens
~50 ms per response
Cost — Flagship LLM
Cost — Specialized SLM−97%
Latency — Flagship LLM
Latency — Specialized SLM−95%
Same task. Same quality. 0% cheaper.
Live comparison — identical task, two very different bills

02 — Computer Vision & Custom Networks

If a camera can see it,
we can detect it.

Object detection, recognition, counting, defect inspection, OCR — any narrow-purpose neural network, designed and trained for your job. Production lines, loading docks, safety zones, retail floors: a model that watches around the clock and never gets tired.

  • Detection, recognition, and tracking of anything visible
  • Quality control and defect inspection at production speed
  • Counting, measuring, and monitoring — automatically logged
  • Runs on modest edge hardware, right next to the camera
car 0.98 person 0.96 pallet 0.93 LIVE · CAM 02 · 60 FPS MODEL: IRONVISION-S objects: 3 inference: 4.2 ms edge device: 11 W
Real-time detection — every frame, every object, logged

03 — Automation & Robotics

See. Think. Act.

We connect cameras, GPUs, speakers, relays, and simple robotic actuators into systems that watch the real world and respond in real time. Not science-fiction robots — practical, affordable machines that do one job perfectly, twenty-four hours a day.

  • Vision-guided sorting, counting, and pick-and-place
  • Spoken alerts and announcements triggered by what the camera sees
  • Gates, doors, lights, and alarms controlled by AI decisions
  • Built from off-the-shelf hardware — a camera, a GPU, and the right software
SEE GPU THINK ACT camera + GPU + actuator · cycle time 8.0 s · uptime 24/7
A camera, a GPU, a simple arm — a job done forever

04 — Virtual Employees

An employee that
never sleeps.

Our Virtual Employee runs on a VM and operates software exactly the way a person does — browsers, desktop applications, legacy systems, admin panels — through the same screens your staff use. No APIs required. No changes to your existing systems. It logs in, clicks, types, files, and reports back.

  • Works with any software a human can operate — even 20-year-old systems
  • No integration project: it uses the screen, keyboard, and mouse
  • Complete audit trail of every action taken
  • Need more throughput? Add another VM.
https://portal.yourcompany.com/invoices ● VE SESSION
ACTIVITY LOG
virtual-employee-01  ·  shift: 24 h processed today: 0
Live view — a virtual employee working a real screen

Live Demos

Seeing is believing.

Watch a small model outperform a flagship LLM on your own data. Watch a virtual employee do real work on a real screen. We'll show you the results before you spend a cent.

About Iron Media

Decades of hard problems, solved.

Iron Media is led by an AI engineer with four decades of software behind him and a career built on the problems nobody else could crack: at IBM, at Upland Software, and for clients including Lockheed Martin, Northrop Grumman, Shell, and the US Navy. Machine learning isn't a pivot for us. We were building neural networks long before they were fashionable — and today we build the small, sharp, affordable kind that actually ships and actually pays.

0+
years writing software
0%
typical LLM cost reduction
0/7
your AI never clocks out

Contact

Let's cut your AI bill.

Tell us what you're paying for AI — or what you wish AI could do for you — and we'll tell you what's possible.