AI & Agentic Systems
We build AI into your existing product or workflow so that it does useful work in production. Not a demo.
- Model
- Plan, act, check
- MCP server
- Tools
- Data
Specification
- Condition
- Leadership wants AI somewhere in the business, and you need a technical partner who makes it reliable rather than a proof of concept that never ships.
- Deliverable
- A working AI capability, integrated into your existing product or workflow.
- Sequence
- Requirements and architecture first: the same engineering discipline as every other service, not a bolted-on chatbot.
- We define what the AI may read and do, and connect it to your own tools and data through MCP servers.
- We build and integrate: agentic workflows that take multi-step actions, and LLM and RAG features inside software you already run.
- Crew
- Developer experienced in LLM integration
- Often a backend developer for the surrounding systems
- Engagement
- Does not apply: Assessment first
- Applies: Defined project
- Does not apply: Ongoing
- See also
- S-02 · Enterprise Integration & ArchitectureSecure, structured access to your systems and data.
N.I.C. · Not in contract
- General AI strategy consulting.
- Training or fine-tuning models from scratch. We build with existing models and tools.