Private AI infrastructure
Run AI on your own hardware — not on someone else's bill.
We help organizations stand up private, self-hosted, audit-grade AI infrastructure — with the performance engineering and oversight to make it production-grade.
The Planner runs in your browser — no email, no sign-up. Email-gated only at the report.
How we help
From assessment to production, on your own stack
Most consulting firms hand off a deck. We hand off working infrastructure — sized, deployed, tuned, and monitored.
Plan
Match models to your workload, size the hardware, and model the real spend on-prem vs cloud vs API.
Deploy
Stand up private LLMs on your infrastructure with verified performance, accuracy, and an OpenAI-compatible endpoint.
Optimize
Quantization, continuous batching, KV-cache tuning, speculative decoding — measured, not estimated.
Operate
Monitor latency, throughput, GPU, and cost. Update models and engines, respond to incidents, scale on demand.
Demos
See the work, then talk to us
Two interactive demos show how we think about private AI infrastructure. Use them before you ever fill out a contact form.
Inspire Blueprint
Pick an open model. See the VRAM math, three hardware tiers, on-prem vs cloud cost, and the self-host break-even — live.
Document Intelligence
Watch a document become a record where every field is proven — multilingual OCR, verbatim extraction, audit trail.
Services
Nine ways we work with you
Private AI Assessment
We evaluate your use case, size the infrastructure, and model the real cost of running AI in-house, then deliver a concrete plan.
Private LLM Deployment
We install and stand up self-hosted language models on your hardware or cloud, configured and verified against your targets.
Inference Optimization
We make deployments faster and cheaper through deep performance engineering.
RAG & Knowledge Systems
We design retrieval pipelines over your own documents and data.
Agentic AI Systems
We build multi-agent and tool-using workflows with oversight built in.
Document Intelligence
We build multilingual, audit-grade document-processing pipelines that run on your own models.
Voice & Conversational AI
We build private voice agents and phone-based workflows.
AI Application Development
We build complete production AI applications end to end, tying the models, retrieval, and pipelines into a deployed product.
Managed AI Operations
We monitor, maintain, and keep your private AI infrastructure healthy and current.
See what running AI in-house would actually cost you
Use the Planner to size a model, the hardware to run it, and the real spend — on your own infrastructure or in the cloud.