Front-office work
Assist with routine administration, information lookup and drafts that staff can review.
AI assistants & LLM setup
An AI assistant set up for your business.
Turn a useful idea into a working assistant. I help choose the model, connect approved information and tools, test the workflow and show your team how to use it.
What would you like help with?
Finding internal answers
Help employees search approved procedures, policies and documentation, with links back to the source.
Working inside your software
Connect AI to existing applications, with rule-based code handling validation and repeatable steps.
What the setup includes
- One defined workflow, its users and a clear way to judge the result
- Model selection based on the task, response quality and running costs
- Approved document sources, tool connections and access permissions
- Testing with typical work, difficult cases and clear failure handling
- Human review before consequential actions or decisions
- Operating instructions, employee training and an agreed support plan
Choose where it runs
Local AI
Run selected models on your own workstation or server. Worth considering for local data, on-site systems or limited connectivity.
Compare local setupHosted & managed AI
Use cloud models and a shared application without maintaining a local model server. Optional support keeps responsibilities clear.
Compare hosted setupClear boundaries from the start
AI can be wrong. We agree on approved data, permissions, review points, vendor terms and ongoing costs before implementation. Consequential outputs need human review.
For technical teams
Integration can use APIs, SDKs or Model Context Protocol (MCP). Document search can use retrieval-augmented generation (RAG). Where useful, deterministic C# or other rule-based code validates outputs and routes tasks between language models. Model choice, logging and evaluation are scoped to the actual workflow.
A practical next step
Bring the workflow that keeps causing friction.
Start with a free 30-minute conversation about one task, question or idea.