HexaGrid™
AI Infrastructure
Optimization Control Plane
Reduce compute costs. Optimize carbon impact. Orchestrate GPU workloads across grids, regions, and data centers — in real time.
elastic workload scenarios
forecast horizon
live real-time data
pillars unified
The HexaGrid Platform
Six interconnected layers forming a complete AI infrastructure optimization control architecture.
Grid Intelligence
Live wholesale electricity price ingestion across five ISO regions. Converts grid volatility into an optimization signal, not noise.
Predictive Forecasting
LSTM neural networks predict price movement 120 minutes ahead. Enables proactive workload scheduling, not reactive dispatch.
Hybrid Optimization Core
The QLLMe™ engine combines reinforcement learning, classical optimization, and quantum-ready QAOA scheduling for multi-objective trade-offs.
Adaptive Dispatch
PPO reinforcement learning agents execute scheduling decisions continuously, compounding savings as they adapt to real market conditions.
Carbon Intelligence
Live carbon intensity from Electricity Maps. Balances cost and Scope 2 emissions dynamically — carbon-first routing reduces footprint by up to 50%.
Hardware Feedback Loop
NVML telemetry and anomaly detection ensure thermal and VRAM health feed into scheduling decisions. Protects the compute it optimizes.
Results From a Running System
HexaGrid is a fully operational platform. These figures reflect measurements on real GPU infrastructure with live EIA and Electricity Maps data feeds — not projections.
20–75% cost reduction in elastic AI workload scheduling scenarios
Up to 50% carbon reduction via carbon-first region-aware routing strategies
120-minute predictive horizon for deferral decisions — enough lead time for any flexible workload
~40% cost saving vs worst-case naive dispatch in multi-region fleet routing
Results vary by workload flexibility and infrastructure configuration. Benchmarks across CAISO, ERCOT, NYISO, ISONE, and PJM ISO regions.
RL dispatch vs flat-rate
carbon-first routing
LSTM model
simultaneous
Deploy HexaGrid in Your Environment
HexaGrid deploys on existing GPU infrastructure in under 15 minutes. We work with your engineering team to configure regional coverage, routing strategies, and monitoring integration.