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// Industry

Manufacturing AI development

AI for manufacturing — quality, forecasting, and process automation built on your operational and sensor data.

Start with a SprintSee it in production

// The problem

Why this is hard

Manufacturing AI has to work with the messy reality of the floor: sensor streams, legacy machines, and systems that predate the cloud. A model that's clever in isolation but can't ingest your telemetry or integrate with the MES doesn't improve a single yield number. The value is in grounding on real operational data, integrating with what runs, and staying reliable under continuous load.

// What matters here

The capabilities that move the needle

MLOps & Infra

Durable pipelines for sensor/telemetry streams, with observability and cost control for models that run continuously.

AI Agents & Automation

Process and maintenance workflows automated with guardrails, so an anomaly triggers the right action, not an unattended guess.

RAG & Knowledge Systems

Answers grounded in your maintenance manuals, SOPs, and machine history, with citations for the floor and the office.

LLM Integration & Evals

Quality reports, documents, and inspection notes analysed behind an eval suite, integrated with your systems.

// Proof

Shipped in production

Manufacturing — Predictive maintenance

unplanned downtime

-43%

vs. the reactive baseline

median early warning

12 days

before failure, on backtest

Read the case study

// FAQ

Common questions

Yes — durable ingestion of streaming operational data is the foundation we build first, so models run on your real telemetry rather than a clean sample that doesn't reflect the floor.

We integrate with the systems you already run rather than demanding a rip-and-replace, so the AI augments existing lines instead of requiring new ones.

Work runs through durable queues with retries and observability, so a slow or failed step is retried and visible — not a silent gap in a line that runs around the clock.

// Related

All industries

// Let's build

Building AI for manufacturing?

Tell us where you are. We reply within a day with a concrete next step.