Book a diagnosis
AI systems architect · e-commerce & service businesses

I design the AI systems your company runs on.

Diagnosis, build and team onboarding — in one pair of hands. No middlemen, no juniors.

Diagnosis · Design · Build · Team

You don’t buy another automation. You hire the architect of your company’s system.

Diagnosis, design, build and team onboarding — in one pair of hands. No middlemen, no juniors: you work directly with the person who designs the system, builds it and teaches your people to use it.

How I work

From diagnosis to a team that actually uses it.

01Paid first step

Diagnosis & process map

I break your company’s work down into processes, find where time and money leak, and hand you a map with a list of what is worth automating — ordered by payback.

You get: a process map + a build plan
02

System design & build

Built piece by piece, starting with the part that pays for itself fastest. Code does the math, AI does the judgement — on your tools and your data.

You get: a system running in production
03

Team onboarding & care

A system only works once people know how to work with it. I train your team on its own processes, leave plain-language documentation and keep the system growing.

You get: a team that uses AI every day
Describe the chaos

What’s bugging you today?

Pick a problem or describe your own — the architect will sketch the system that solves it. These are real systems I run for clients.

byMN://architect—

    What I build

    Systems that work for you.

    Some already run for clients, others we’ll build first in your industry. Each can be built on its own — we usually start with the one that pays for itself fastest.

    SYS/01

    Scraping & lead generationFlagship

    The team loses half a day hunting for contacts

    Scrape → enrich → score → CRM. Systems running on cron with no supervision, designed to stay on the right side of the law.

    Sources portals, registries, listings, socialAI scoring fit and buying signalsCRM auto-assignment to sales repsFollow-up sequences at the right moment

    500 qualified leads a day, straight into the CRM
    SYS/02

    Google + Meta ads

    I spend on ads but I don’t know if I’m making money

    My own operating platform: audits, budget decision matrix, diagnostics and creatives — with live account data, measured on net profit, not dashboard ROAS.

    +18.4% net profit in the first week after rebuilding an account
    SYS/03

    Product catalog & feeds

    I list products and babysit stock across platforms by hand

    From supplier data to multichannel sales: automatic classification, copy, variants and stock — one product, many channels, zero manual work.

    38,447 SKUs classified automatically every night
    SYS/04

    Reports you can trust

    Every report shows different numbers

    Deterministic dashboards: code does the math, AI tells the story. With an independent math auditor that catches errors in the data by itself.

    daily and weekly reports running in production, hands-free
    SYS/05

    Tracking & attribution

    Meta says one thing, Google another, my store a third

    Measurement repair from GTM to server, plus a methodology for reconciling platform numbers with your store — decisions on real data.

    ad data coverage from 32% → 99.8% of spend
    SYS/06

    AI content & creatives

    Product photos and copy eat up weeks

    Studio-grade packshots from phone photos, product copy that fits platform limits, ad hook banks and competitor intel straight from Meta Ad Library.

    one iPhone photo → 6 packshot angles ready for the store
    SYS/07

    Operations systems for agencies

    We don’t know where projects slip through the cracks

    For SEO, marketing and staffing agencies: backlog monitoring, management reports and ops automation built on the tools you already use.

    a management report in the inbox every morning, hands-free
    SYS/08

    Process mapping & automation

    I know we burn time, I just don’t know where

    A map of your company’s processes, a shortlist of what’s worth automating, and the build: API integrations, CRM/ERP, documents, workflows.

    from process map to a working automation in weeks, not quarters
    SYS/09

    AI assistant for your team

    Everyone keeps asking the same questions

    An assistant that knows your procedures, documents and offer — answers the team 24/7 and points to the source, so knowledge stops living in one person’s head.

    answers grounded in your own documents, not the internet
    SYS/10

    Customer service with AI

    The inbox is drowning in the same emails

    AI sorts incoming messages, recognizes returns, questions and urgent cases, and drafts replies a person approves with one click.

    people only handle what actually needs a person

    Your problem isn’t here?

    I like new challenges. Describe what eats your team’s time — the architect will sketch a system, and I’ll answer within 24 hours.

    Describe the chaos
    00:00
    0 tasks done today
    An example day of a system

    While you sleep, the system works.

    Scroll through 24 hours. This is what a day looks like once the routine runs on its own — every client gets their own schedule.

      Numbers from live systems — not from slide decks
      +0%net profit in the first week after the campaign rebuild — measured on store margin
      0%of ad spend covered by data after the attribution fix — starting point: 32%
      0SKUs classified daily, automatically, into Google and Meta feeds
      0/24hqualified leads a day straight into the CRM — prospecting without people
      Case studies
      PL PolandUK United KingdomEU European UnionAU AustraliaES Spain
      FootwearPoland · 4 markets

      The whole e-commerce on one engine: ads, data, catalog

      +18.4% net profit a week after the campaign rebuild · data coverage 32% → 99.8% · ROAS 3.5× → 4.4× in 2 weeks
      BeautyInternational · UK

      200 products a day in 12 minutes instead of 4 hours

      supplier → AI enrichment → marketplaces pipeline · -95% time spent on listing
      ElectronicsEU · 5 platforms

      Five marketplaces, one panel, zero overselling

      real-time stock sync · full multichannel catalog with automated publishing
      B2B SaaSPoland

      Prospecting without people: 500 leads a day

      scraper + LLM scoring + auto-assignment to CRM · -80% prospecting time
      SEO agencyPoland

      The management report is in the inbox every morning

      ClickUp backlog monitoring → interactive HTML report · runs daily, hands-free

      Describe the chaos.
      I’ll hand you a system.

      Write three sentences about what your company still does by hand. In my first reply — within 24 hours — you’ll get a solution direction and a diagnosis proposal.

      We start with a diagnosis or a single automation. No retainers, no lock-in. The system grows as it pays for itself.