Local LLM setups
Private language models running on your own servers or private cloud, so sensitive data never leaves your control.
Service 05 / 07
Custom AI Systems & Integrations
We build AI systems that fit your business and your security requirements: private language models running on your own hardware, custom MCP servers that give AI assistants safe access to your tools and data, and fusion adversarial model setups where multiple models check and challenge each other’s work.
- Deployment
- On your hardware, private cloud or hosted APIs
- Builds
- Local LLMs, MCP servers, agents, search over your data
- Models
- Open-weight and commercial models
- Focus
- Privacy, accuracy and real workflows
Capabilities
What we deliver
- 01
- 02
Custom MCP servers
Model Context Protocol servers that connect AI assistants to your databases, documents and internal tools, with permissions you control.
- 03
Fusion adversarial models
Multiple models working together, with one challenging another's answers, to catch errors and made-up facts before they reach your team.
- 04
AI agents and automation
Assistants that handle multi-step tasks like triaging requests, drafting documents and updating systems, with a person approving where it matters.
- 05
Search over your data
Ask questions in plain language and get answers drawn from your own documents and records, with sources.
- 06
Testing and monitoring
Testing for accuracy and safety before launch, and monitoring after, so quality doesn't quietly slip.
Why it matters
AI that works on your terms
Off-the-shelf AI tools are a good start, but they don't know your business, and many send your data to someone else's servers. A custom system can run privately, connect to the tools you already use and follow your rules.
We focus on practical results: fewer hours spent on repetitive work, faster answers from your own data, and systems your team actually trusts.
Industries we apply this in
Explore more
Other services
Get started
Have a project in mind?
Tell us what you're working on. We'll tell you honestly how we can help, and what it would take.