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Cala

AI for hardware engineers

Three minutes, not three weeks.

Cala learns your tools, recipes, and manuals in seconds. Then it reasons through the hardest problems with you. Every claim cited. Built for engineers on complex systems, from fabs to flight test to factory floors.

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New tool architecture is showing edge-wafer pattern degradation we have not seen on any prior platform. No history to match. Where do we start?
Ready

What Cala compresses

Months of investigation. Three minutes of reasoning.

Examples below are drawn from semiconductor work, where Cala was born. The same reasoning pattern applies across any industry that builds complex hardware.

Root cause

3 weeks 3 minutes

A $300M-loss defect, scoped from a plain-English description.

Without Cala

An advanced-node fab ships flawed wafers for two months. The defect is a 2 nm directional print drift. No alarm fires. No process data flags it. Estimated loss to the foundry: 300 million. Once detected, three weeks of meetings, hypothesis tests, and lab runs across the foundry and equipment vendor to find root cause.

With Cala

Type the same defect description in plain English. In three minutes, Cala produces ranked hypotheses with first-principle reasoning across the toolchain. The top-ranked hypothesis matches what three weeks of testing eventually concluded. Same depth. A thousand times faster. Discussable from the first answer.

Capability roadmap

Months 3 minutes

A 30% spec improvement, paths ranked across optics, control, and software.

Without Cala

A foundry asks an equipment vendor to improve a critical spec by 30 percent on the next-generation tool. Foundry engineers spend months on parameter tuning. Vendor engineers spend weeks on archive searches before starting a hardware improvement project. Months pass on each side, often in parallel without converging.

With Cala

Either side describes the goal in plain English. In three minutes, Cala proposes prioritized optimization paths grounded in first-principle reasoning across optics, control, and software. Both sides converge on the same analysis. Each path is discussable. Each is cited.

Cross-team scoping

Weeks 3 minutes

A new feature, drafted in a form every owner can react to.

Without Cala

A product manager wants to add a new diagnostic capability to a next-generation tool. Internal review meetings, requirement docs, debate over implementation across four subsystem teams. Each owner has a different mental model. Weeks pass before scope is even agreed.

With Cala

PM types the goal in plain English. In three minutes, Cala synthesizes implementation paths from the relevant subsystem expertise, surfaces the tradeoffs every owner cares about, and produces a scoping draft each team can react to in their next meeting instead of starting from scratch.

The bottleneck was never information. It was reasoning time. Cala collapses that.

Beyond retrieval

Smarter than RAG. By design.

Generic AI matches keywords against documents. Cala is the intelligence layer above that. The part that reasons through novel problems, the kind a search tool can never help with.

Every claim is grounded and auditable. Trace any answer back to the source document, page, and sentence. The how stays yours.

Not a RAG. Not a search engine. A reasoning layer.

Get in touch.

Enterprise inquiries, partnership questions, or anything else worth a real conversation. We respond within one business day.