About
We build the AI infrastructure other firms send a deck about.
Inspire AI Lab is a New Jersey AI engineering firm. We specialize in private, self-hosted, audit-grade AI infrastructure — the kind of work that gets organizations off per-token API bills and onto hardware they own and control.
What we focus on
Specialists, not generalists
Private LLM deployment, inference optimization, and audit-grade document pipelines — done well — is enough work for a firm. We don't do brand work, mobile apps, or generic data engineering.
- Private LLM deployment
- On-prem or your cloud — vLLM, llama.cpp, SGLang, with verified performance and OpenAI-compatible endpoints.
- Inference optimization
- Quantization, continuous batching, KV-cache tuning, speculative decoding. Measured, not guessed.
- Document intelligence
- Multilingual, audit-grade pipelines with verbatim extraction and human-in-the-loop review.
- Managed operations
- Monitoring, alerting, model and engine updates, scaling — so the AI stack stays current and healthy.
How we work
Concrete plans, working systems
Most engagements start with an assessment that produces a real plan — model, hardware, cost — not a slide deck. From there we deploy, verify, and stay involved as long as you need us.
- 01
Assess
We look at your workload, your data sensitivity, your latency targets, and the realistic models. Output: a plan with numbers, not a recommendation memo.
- 02
Deploy
We stand up the model on your hardware or in your cloud account. We verify TTFT, throughput, and accuracy against the targets in the plan.
- 03
Tune
We optimize: quantization, batching, KV-cache settings, prompt caching. Every change is measured for both speed gain and accuracy impact.
- 04
Operate
Monitoring, model updates, scaling, and incident response. You stay focused on your product; we keep the infrastructure healthy.
Talk to us about your private AI plan
The Planner gets you a starting point. A short call with us turns it into something you can actually build.