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AI Development

Custom AI agents, automation, and LLM-powered features — designed where intelligence actually adds value, and wired into the tools you already use.

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What we build

From smart features to autonomous agents.

AI agents & assistants

Goal-driven agents that use your tools to get work done, not just chat.

Workflow automation

LLM-as-decision-maker pipelines that route, classify, and act across your apps.

Retrieval & knowledge (RAG)

Answers grounded in your own documents, data, and systems.

LLM feature integration

Drop intelligent features into existing products via API and MCP.

Model & prompt strategy

The right model for the job, with prompts and context engineered for reliability.

Evaluation & guardrails

Testing, monitoring, and safety so the AI behaves in production.

Why it works

The hard part is the decision, not the model.

The hard part of AI is deciding where an LLM should make a decision versus simply transform text, then wiring that into a system you can trust. That is what we design.

  • We build LLM-as-decision-maker systems, not just fixed text steps.
  • Connected to your real tools and data, not a demo in a vacuum.
  • Built with evaluation and guardrails so it holds up in production.
  • AI that earns its place, or we will tell you when it does not.

Have an AI idea worth testing?

Tell us the decision you want to automate. We'll tell you whether AI is the right tool, and how we'd build it.

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