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AI infrastructure|Powered by Blackbox

AI shouldn’t have to process everything.

Machines and AI products produce more data than models can afford to read. Blackbox trims it first, so AI gets what matters — for far fewer tokens.

71%fewer tokensin our current test workflow, with the same output
Works with any modelLLMs, ML or your own
One core, many industriesAI products, plants, grids, networks, fleets
The problem

Everything produces more data than AI can afford to read.

Send all of it to a model and costs grow with every token. At scale, AI becomes too expensive to run — whether it’s watching a factory or answering customers.

MACHINESTelemetry, alarms, maintenance logs
AI PRODUCTSPrompts, documents, chat history
More data
More tokens
Higher AI bill
Result: AI that’s too costly to run at scale.
Our proprietary core

Blackbox

The layer between your data and AI.

Before data reaches a model, Blackbox decides what to keep, what to shrink and what to drop. The model has less to read — and still gives the same answer.

BEFORE16,478 tokens
BLACKBOX→ → →
AFTER4,778 tokens

Example from current internal testing. Not a universal benchmark.

Measured result
71%

Up to 71% fewer tokens in current testing — with the same output.

Results vary by data, model and task, and fewer tokens isn’t the same as 71% lower cost.

The platform

One core. Every platform builds on it.

Blackbox sits at the base. Industry platforms and applications are built on top. Select a layer to see what it does.

Every platform we build runs on Blackbox, so every improvement to the core lifts everything above it.

Built on Blackbox
Atlas

Proof it works on the plant floor.

Our predictive maintenance app, and the first product built on Blackbox.

Explore Atlas →
  • Reads machine signals
  • Spots anomalies
  • Catches failure patterns early
  • Scores failure risk
  • Recommends next steps
  • Explains why
Trust and control

Smarter AI. You stay in charge.

Built for teams that can’t afford surprises — in production systems or on the plant floor.

Any model

Not tied to any AI provider.

Your data stays yours

Kept separate and never shared.

Full audit trail

See what the model received and what it said.

People decide

AI advises. Your team approves.

Company

We started with the hard part.

Abhishek BhatFounder and Architect

Instead of building another dashboard, we asked: how can AI keep up with everything the world produces — and stay affordable?

The answer became Blackbox.

Atlas came next, built on top. Industry platforms for energy, telecom and logistics are what we’re building now.

More intelligence per token.

FOR AI COMPANIES

Get a free AI cost benchmark.

Send us a sample of your prompts. We’ll show you how much Blackbox trims from your workload.

Request a benchmark
FOR INDUSTRIAL TEAMS

Talk to us about industrial AI.

Tell us about your machines, data and systems. Our engineers will show you where Blackbox fits.

Talk to our engineers