AI Operations Consulting
Working prototypes in days, on your actual data. Named clients you can look up, not a slide deck.
Recent clients
Compliance checks, data entry, report assembly, CRM updates. The work nobody wants but everyone needs.
Generic SaaS makes you adapt to it. You need something that adapts to you.
You don't need another person doing the same manual work. You need the work to stop being manual.
A €21M Baltic-Nordic pre-seed fund screened portfolio companies against 7 sanctions databases, PEP registers and adverse media in 3 languages. Every screening cycle meant roughly 130 manual search-screenshot-save actions, and across 30 to 40 companies that reached about 4,000 searches a year. Compliance could not scale without hiring.
Convershake sells voice AI to consumer lenders. The two founders had split the company between them, and how it actually ran lived in two heads: what each function owned, what finished looked like, how a lead became a customer. Onboarding anyone meant repeating it out loud.
A medical technology group wanted to sell into new European markets. The work existed as scattered research, personal contacts and one-off conversations, with no repeatable way to find buyers, qualify them, or tell what was actually moving.
A venture fund needed a full Environmental & Social Management System to clear a development finance institution's standards before a major institutional investor would sign. 21 action items across policies, procedures, templates and contractual provisions, all aligned to IFC Performance Standards. Assembling it by hand across Word, Excel and PDF would have taken weeks.
The compliance screening engine behind the fund work is open source, so you can clone it and run it. Connor is a live product I built and operate. Judge the engineering for yourself before you talk to me.
Repetitive operations that eat 10+ hours a week, replaced by systems that run in minutes.
Compliance screening, sanctions checks, data processing pipelines
CRMs, dashboards, and pipelines built for exactly how your team works. Not another SaaS subscription.
Bespoke CRM, reporting tools, pipeline trackers
Multi-document packages, audit trails, and regulatory submissions, assembled by AI and reviewed by humans.
ESMS packages, fund compliance, DFI submissions
The one your team dreads but can't skip. A paragraph is enough to start.
No mockups or slide decks. A working system on your actual process, and a recording of it running.
If it saves real time, we scope the full build. If automation won't pay back here, I tell you that instead.
The 3-Day Teardown
Three days. Free. I do two a month.
Every step, and where the hours actually go.
Real code, running on your process.
Five minutes. Watch it do the work.
Calculated from your numbers, not guessed.
What a full engagement covers, and what it costs.
If automation won't pay back, I say so.
This is the first three days of a €2,500 to €5,000 engagement. You get it free, and you owe me nothing afterwards.
Two teardowns a month, because I build them myself. If both slots are taken I'll tell you when the next one opens.
Prefer to talk first? Book 30 minutes or email me.
Working with clients across Europe
I started as a consultant at PwC, then co-founded CastPrint, a 3D-printed medical device for fracture treatment. We took it from an old children's hospital in Riga to 1,000+ patients across Europe, the UK, and the US, with regulatory approval and 7 clinic partnerships.
After that, I spent 4 years as an investor at Verge HealthTech Fund, investing in early-stage healthtech across 6 continents. I saw the same pattern everywhere: smart teams buried in manual operations, spending their time on work that should have been automated years ago.
The automation tools I built for my own fund's operations became this consulting practice. I work solo, using AI-native development. No agency overhead, no SaaS lock-in. You get senior-level attention on every engagement, not a junior handed a template.
Essays
Why encoding judgment, rather than automating tasks, is where the durable AI advantage lives.
Many Interfaces, One Intelligence LayerOne reasoning core, many surfaces. The architecture behind the tools I build.
20 Documents vs 1 StoryWhy a compliance package should tell one coherent story instead of stacking 20 disconnected files.
First Month Solo, Same Founder Different SetupWhat actually changed when the fund job ended and the building started.
Startups scaling operations faster than they can hire. You need systems, not more headcount.
Companies with 50-250 people where AI feels like "someday" but the manual pain is happening today.
VC funds and financial services drowning in compliance workflows that don't scale.
Not ready for consulting? Start here.
A battle-tested Claude Code configuration system for technical founders running multiple projects. Install in 2 minutes. See the difference immediately.
Requires Claude Code CLI or Desktop. Works on any plan.
There isn't one, but there is a limit. I build each teardown myself, so I do two a month and I pick them from what people describe in the form. If yours isn't a fit I'll say so quickly rather than leave you waiting. Nothing is owed either way, and there's no follow-up sequence.
Most engagements are €2,500 to €5,000 for a workflow audit, a working prototype and handover, delivered in days to 2 weeks. Ongoing support is priced per engagement once we know the shape of it. I'll give you an honest estimate on the first call.
You'll see a working prototype on your actual data within days. Full engagement including handover typically runs 1-2 weeks. I move fast because I work solo with AI-native tools, so there's no coordination overhead.
You see it work before you commit to anything. That's what the teardown is for. If I can't demonstrate meaningful time savings on your real workflow, there's nothing to buy, and I'll tell you straight if automation doesn't make sense for your situation.
No. I build for handover to non-technical teams. Systems include documentation, and most run on infrastructure that costs under €50/month. If you do have technical staff, even better, and I'll hand over clean, tested code.
If Zapier or a SaaS tool solves your problem, I'll tell you to use it. I build custom systems for workflows that generic tools can't handle: multi-source compliance screening, domain-specific CRMs, document assembly that matches your exact regulatory requirements.
Healthcare, medtech, VC and financial services, and fund compliance are where I have the deepest domain expertise. But the methodology applies anywhere repetitive manual operations are slowing down smart teams.
Yes. Three of them are named on this page, so you can look them up before you even ask. Say so on the call and I'll make an introduction.
Pick the workflow your team complains about most.
Three days from now you could be watching it run by itself. Two slots a month.
Get your free teardown