Factory Compiler for AI infrastructure

Intelfactory.ai

Compile business intent into safe, auditable, and explainable AI factory decisions. Start with idle capacity elimination. Grow into autonomous factory operations.

Explore the system View architecture

Mission Reduce decision production cost

First wedge Recover stranded GPU-hours

Operating model GitHub as decision ledger

Product thesis

The decision layer for AI factories.

AI infrastructure has become a stack of independent operators, schedulers, runtimes, telemetry streams, and business systems. Intelfactory.ai turns that operational sprawl into a typed graph that humans and agents can reason about.

Observe the factory

Normalize bare metal, GPUs, fabrics, schedulers, runtimes, trust state, and business context into a single Factory Graph.

Compile intent

Convert requests like reduce cost, improve SLA, or reclaim capacity into Factory IR, policy context, and explainable recommendations.

Ledger every change

Produce GitHub-backed change plans with risk, rollback, verification, and human review before execution.

Initial wedge

Idle capacity elimination.

The first customer is the AI infrastructure team trying to answer concrete questions before buying more GPUs.

Which GPUs are stranded?

Which workloads are overprovisioned?

Which tenants can safely shrink?

Which capacity can be reclaimed without violating policy?

System architecture

Business intent to factory state.

The compiler path is intentionally conservative: observe, recommend, review, execute only after policy and approval, then verify and roll back when needed.

Business Intent

Factory Intent Language

Factory IR

Optimization Passes

Change Plan

GitHub Ledger

Execution Backends

Verification

Optimization loop

From system signals to safer factory decisions.

Factory Compiler watches infrastructure, schedulers, runtimes, agents, and business systems as one decision surface. Those signals compile into Factory IR, run through optimization passes, and produce reviewable change plans.

Recover GPU-hours Reduce cost exposure Preserve SLA Verify rollback

Animated flow showing AI factory layers compiling into optimized factory state

Built for operators

For teams running serious AI infrastructure.

Enterprise AI platform teams GPU cloud operators Cloud providers Hyperscalers Sovereign AI factories Research compute teams