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.
Who's behind it
Engineering-led, with a name on the work
Everything we publish carries a byline, and the person who writes it is the person accountable for the engineering.
Amar Mond
Founder, Inspire AI Lab
Amar Mond is the founder of Inspire AI Lab. He spent 28 years building low-latency trading systems at major financial institutions, holds US Patent 8,301,798 for a configuration-driven rule and integration engine, and is the author of two technical books, on low-latency Java programming and on Policy-Space Response Oracles (PSRO) for game-theoretic AI. He has worked in AI/ML since 2018.
Talk to us about your private AI plan
Blueprint gets you a starting point. A short call with us turns it into something you can actually build.