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Applied AI·July 16, 2026·1 min read

Applied Computing raises $20m to build a foundation model for the refinery

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A $20m Series A for a refinery-specific foundation model — in a world where operators use <8% of sensor data — is another proof point that heavy industry is ready to pay for domain LLMs, not just generic copilots. If you run an asset-heavy operation, this is the moment to inventory your sensor exhaust and decide whether you’re a buyer of vertical models or a builder with a data advantage.