Products
Performance intelligence software for teams managing complex hardware deployments.
Mesh Optimizer
Distributed hardware optimization that learns your workload patterns and hardware behavior. Deploy across your entire compute fleet — AMD GPUs, NVIDIA accelerators, CPUs, and FPGAs — and let the system continuously discover optimal configurations.
At its core, Mesh Optimizer builds a behavior atlas: a comprehensive map of how each device in your fleet performs under different workloads. A JEPA neural model processes this atlas to predict optimal configurations for new workloads without trial-and-error tuning.
Key Capabilities
- Real-time hardware telemetry and profiling
- JEPA neural model for performance prediction
- Behavior atlas with automatic invariant detection
- Zero-shot transfer to new hardware
- Multi-vendor GPU support (AMD, NVIDIA, Intel)
- CPU and FPGA workload optimization
- Distributed mesh architecture — no single point of failure
- Self-hosted deployment, air-gapped compatible
- REST API and CLI for automation
- Prometheus/Grafana integration
Measured results: In benchmarks across 11 kernel types on AMD RDNA3, Mesh Optimizer delivered a median 3.15x performance improvement with peaks exceeding 50x on specific workloads (atomics, WMMA, tiled GEMM).
Pharma Discovery
AI-powered drug discovery platform that accelerates hit identification and lead optimization. Explore multi-property molecular landscapes using SSI swarm intelligence, score compounds against 15,000+ validated ChEMBL targets, and run virtual screening campaigns at scale.
Built on the same distributed compute intelligence that powers Mesh Optimizer, Pharma Discovery automatically distributes molecular simulation workloads across available GPU hardware for maximum throughput.
Key Capabilities
- Multi-property landscape optimization via SSI exploration
- 15,000+ validated ChEMBL target models
- Virtual screening with GPU-accelerated docking
- ADMET property prediction
- De novo molecule generation
- Multi-target campaign orchestration
- Hardware-aware scheduling across GPU fleets
- REST API for pipeline integration
- Results export (CSV, SDF)
Pharma Discovery Pricing
- 2 exploration runs
- 5,000 scoring credits
- 1 concurrent job
- Community targets
- 5,000 scores/month
- 1 screening run/month
- 15,000+ ChEMBL targets
- SSI landscape exploration
- Email support (24h)
- Unlimited scoring & screening
- 6 concurrent jobs
- Custom target models
- Priority GPU allocation
- Dedicated support engineer
Add-On Credit Packs
One-time purchases. Credits never expire. Available to any active subscription.
Pricing
Start free. Scale when you need to.
- Unlimited nodes
- Dashboard & job routing
- AMD GPU optimization (one-time probe)
- Credential vault
- API access
- Up to 50 nodes
- Continuous optimization (all hardware)
- JEPA neural training & sync
- NVIDIA, CPU, FPGA, memory tuning
- Auto-tuning & scheduled probes
- Email support (24h response)
- Unlimited nodes
- Everything in Professional
- Multi-GPU orchestration
- Dedicated support engineer
- Custom SLA: 99.9% uptime
- Priority support
- Custom integrations
Ready to optimize your fleet?
Deploy in minutes. No credit card required for Community tier.
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