Edge Model Hardware Consulting
Get the right AI hardware for your operation — nothing more than you need, nothing that can't keep up.
GPU/NPU selection, memory planning, and thermal constraints matched to your inference workload.
On-Premise AI Setup & Configuration
Run AI on your own equipment, configured and ready to use with your existing tools.
Ollama, llama.cpp, vLLM, and similar runtimes — installed, tuned, and integrated into your pipeline.
Private Model & Agent Solutions
Your AI runs on your infrastructure. Your data never leaves your environment.
Model selection, serving infrastructure, prompt architecture, and ongoing optimization — end to end.
Hosted AI Replacement
Stop paying subscription fees for AI that wasn't built for your use case.
Purpose-built agents replace hosted AI services — lower cost, better fit, no vendor lock-in.
Cloud AI Cost Reduction
Already paying for cloud AI? We can bring those workloads in-house.
API call migration to local models — benchmarking, cost analysis, and a low-risk cutover plan included.
AI Developer Tooling Adoption
Get your dev team using AI tools effectively — with guardrails that keep things on track.
Configuration and adoption planning for Claude Code, Cursor, and OpenCode — project rules, memory strategies, and org-wide rollout.
Enterprise Agent Lockdown
Ship AI features without handing over the keys to your infrastructure.
Tool access controls, audit logging, secrets management, and policy frameworks for production agent systems.
AI Usage Analysis & Optimization
Find out what's actually working with your AI setup — and fix what isn't.
Usage pattern analysis, prompt efficiency tuning, and adaptive systems that improve with real-world use over time.