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AI & agentic systems
Grounded AI features, tool-using agents, and MCP integrations that solve a real workflow instead of adding another chat box.
When this fits
Useful when the technical risk is holding the product back.
- You know the user workflow AI should improve but need the system designed.
- Your prototype works in a demo and now needs grounding, controls, or product integration.
- You want an assistant to operate real product data through explicit tools.
What you receive
A working result and a clean path forward.
- 01A scoped AI workflow tied to a real user task
- 02Retrieval, tools, and context handling appropriate to the problem
- 03Failure handling and usage limits designed into the product
- 04A working integration rather than an isolated model experiment
How it can work
Built around the scope, not a preset package.
This can be a defined project, a short-term contract within your team, or continued support after delivery. We choose the shape after clarifying the current state, constraints, and the result you need.
Pricing is quoted against that scope. The first conversation is about fit and clarity—not forcing the work into a generic package.
Have a project in mind?