How It Works
Built to sit between your code and your cluster.
Connects to your existing telemetry, learns from every job, and optimises across any scheduler.
Continuous Learning
▲ ▲ ▲
Data Warehouse
HPC Telemetry
Expanse
Knowledge Base
Data Ingestion
.slurm .yaml .json .csv .log
Prometheus · Grafana · Custom
30+ metric types
▲
Expanse Intelligence Layer
Resource Prediction
CLI Abstraction
Failure Detection
Intelligent Scheduling
HPC Agent
▲Schedulers & Runtimes
SLURM
Kubernetes
Ray
+ your custom scheduling
▲ ▲ ▲
Vector Databases
Qdrant LanceDB Milvus Redis
Models
Ollama Anthropic Gemini OpenAI
+ your fine-tuned models
Graph Databases
NetworkX Kuzu Neo4j FalkorDB
The longer it runs, the less you waste
Expanse learns from every job submission. Costs drop month over month with zero manual tuning.
Monthly Compute Spend
↓ 47% reduction Expanse saved £38K in 5 months
job-v1 FEB
Requested 256GB
Actual 142GB
Wasted 45%
Queue 3hr 20m
job-v67 MAY
Requested 189GB
Actual 187GB
Wasted 1%
Queue 12min
Same workload. Less Waste. Faster Results.
Start focusing on research, not resources
Start a pilot in 2 weeks. If we don't deliver value, you've lost nothing.