Capabilities
Different ways we put AI to work inside real software.
We're software engineers who use AI well, not an AI research shop. These are the shapes we actually build.
AI chat inside your applications
Conversational interfaces grafted into the software your team already uses. Ask questions of your database in plain English. Talk to your SOPs. Query the historian without writing a SQL statement. Scoped to the right users, wired to the right data.
SSO · Per-user scoping
Document intelligence
Pull structured data out of PDFs, scanned forms, credentials, and batch records using vision models plus deterministic post-processing. We built exactly this for a charter aviation client to replace a dispatcher's manual document review.
Vision · Schema validation
Agent workflows and automation
Multi-step automation that reads, decides, and acts inside your existing tools. Classify incoming documents, triage alarms, draft work orders, route tickets. Agents that know when to ask a human.
Tool calling · MCP servers
On-prem and hybrid AI
When the data shouldn't leave your network, we run local models on hardware that sits inside your environment. Cloud models when it makes sense, local models when privacy or latency demand it, both when the job calls for a mix.
Ollama · MLX · Azure OpenAI
Agent Skills
Reusable, composable skills that slot into agent workflows. A skill to ask a database a question in natural language. A skill to extract data from a document. A skill to check the historian for recent values. We build the skill, you reuse it wherever it fits.
Claude · Codex · Gemini · Copilot
Custom MCP Servers
Model Context Protocol servers that sit between the model and your data, tools, and systems. We build custom MCP servers that know how to talk to your specific databases, historians, document stores, and line-of-business applications. The model calls the MCP server's API, the server translates it into the right query or action, and returns the result back to the model in a way it can understand.
Claude · Codex · Gemini · Copilot