Harness AI Opinions with Sensor Facts - sensorCFD AI

Author: Unnamed Presenter, AKCP Collection: 2026-OCP-EMEA-Summit-Executive-Sessions

Summary

AKCP (est. USA 1981), self-described as the world's oldest and largest company making environmental monitoring sensors, presents "Quicklime" — an AI-enabled DCIM (Data Center Infrastructure Management) platform that combines sensor-backed Computational Fluid Dynamics (sensorCFD) with a suite of AI optimization modules. The core innovation is using real-time sensor data from AKCP's proprietary hardware (temperature sensors, power meters, wireless sensors, and a thermal map sensor measuring 6 points per rack front and rear) to constrain and continuously validate CFD simulations, producing a "sensor-backed CFD" that is significantly more accurate than traditional unconstrained CFD models.

The sensorCFD module runs hourly on on-premises GPUs (demonstrated with a DGX Spark or DGX Thor), generating updated airflow models that identify hotspots, cold spots, mixing zones, underutilized cooling, and dead zones. The AI engine processes combined actual sensor data and derived CFD data to recommend blanking panel placement, AHU setpoints, fan speeds, and supply air temperatures — all through an agentic influence model. AKCP built and operates a 1 MW test data center to validate the sensorCFD system, as customer facility access for testing is difficult to obtain.

The broader Quicklime DCIM platform is now in its fourth generation (rewritten from scratch after 26 years), described as "semi-infinitely scalable" with a distributed fault-tolerant database. Beyond sensorCFD, Quicklime includes: Power Train Management, Capacity AI, Video AI (with configurable agentic workflow for compliance detection — person using cellphone, unauthorized badge, water on floor, smoke), and Easy Configuration AI (natural language interface for self-configuration). A radio-operated wireless power meter that embeds in the power cable (replacing the cable) and broadcasts to a rack-level collector is described as near-release (under TUV certification). AKCP estimates that even in hybrid DLC+air environments (e.g., 70% water-cooled racks still have 30% air-cooled load = 30 kW residual), air management optimization remains highly valuable.