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AI automation

Practical AI built into the way your company already works — agents and automations wired into your real systems, so the busywork happens on its own and your team gets one assistant instead of five disconnected tools.

Project-basedAvailable for new work
What you get

Wired into your systems

Your services become tools an agent can call, through MCP and proper integrations rather than glue scripts.

One assistant, every team

A single interface over your tools and data, so nobody has to remember which model is good at what.

Grounded and guarded

Agents read your own data through scoped views, so answers come from your systems and can't reach what they shouldn't.

Measured against the alternative

Where a plain script is more reliable than an LLM, I'll say so and write the script.

Selected proof

AI wired into the systems you already run

Most AI projects stall after the demo because nothing is connected to anything. I wire AI into the systems your company already runs, so it triages, looks things up, drafts, routes and reports — the work that quietly eats hours every week.

How I build it

I turn your services into tools an agent can call, through MCP and proper integrations, and put a single assistant in front of them. I built this in-house once already: a Slack-driven agent platform that exposed company services as MCP tools, so every team talked to one bot instead of juggling five models.

Agents read your own data through views that exclude the sensitive fields, so the boundaries sit in the tool layer rather than in the model's good behaviour. Where a deterministic automation is more reliable than an LLM, I'll tell you and write that instead.

Where it pays off

  • Repetitive internal processes that quietly cost hours every week
  • Knowledge and tools scattered across systems nobody wants to stitch together
  • Teams each reaching for a different model, with no shared, trusted interface

Let's talk

Looking for the broader pitch? My AI automation page has more. Otherwise, tell me which internal process wastes the most time and I'll tell you whether AI is the right fix.

Frequently asked

What can you automate?+

Internal processes that eat time — triage, lookups, reporting, routing, drafting. I turn your services into tools an agent can call, then put one assistant in front of them.

Will it hallucinate?+

The risk is real, so I ground agents in your own systems and add guardrails. Where reliability matters more than flexibility, I use plain automation instead of an LLM.

What does this run on?+

I've built in-house, Slack-driven AI agent platforms on Nest.js with MCP, and multi-tenant AI products on the edge. I fit the stack to your environment.

Is my data safe?+

Your data stays in systems you control, and each task only sees what it needs. I'll be explicit about what goes where.

Have a project in mind?

Tell me a little about what you’re working on — I reply quickly.

Let's talk
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