Lumaril's platform connects to existing plant control systems rather than replacing them, which reduces the integration burden for capital-intensive operators. It builds a real-time operational model and supports near-real-time decisions.

By targeting throughput and yield in manufacturing, chemicals, biologics, and oil and gas, the company addresses high-value production problems. Its backer, Lux Capital, describes the platform as codifying operator expertise for industrial automation.

Lumaril targets complex, capital-intensive production environments where modest gains in throughput and yield translate into significant value. Its stated customer segments are manufacturing, chemicals, biologics, and oil and gas.

Demand for industrial automation and artificial intelligence in heavy industry is growing as operators seek to codify scarce operator expertise and improve efficiency. Lumaril positions its platform as a way to capture those gains without replacing existing control infrastructure.

Lumaril's platform is an intelligence layer for physical production that connects directly to a facility's existing control systems and commodity sensors, avoiding a rip-and-replace of installed equipment. It builds a real-time model of operations and supports near-real-time operational decisions.

The software combines classical control with artificial intelligence and machine learning to adjust set points and control logic, aiming to raise production throughput and yield. It is delivered as business-to-business software for complex, capital-intensive operations.