— AI implementation · E-commerce · Staffing · Products —
AI that actually works inside your business.
We've spent twelve years inside real businesses — building stores, fixing operations, sourcing engineers — long before AI was the conversation. We bring that operator's eye to AI so what we ship moves your business, not the slide-deck version of it.
↓ SCROLL
— 01 / Four kinds of work —
One way of working.
Four kinds of work.
01
AI Implementation
Operational AI that ships in weeks, not quarters. Built for override, not against it.
02
E-commerce Engineering
Magento, ERP, SAP, B2B pricing. The discipline that taught us how real operations break.
03
Engineering on Demand
Twelve thousand vetted profiles. A senior engineer in your stack within twenty-four hours.
04
KCG Products
We ship our own AI to production. So we know what shipping AI to production actually takes.
— 02 / Selected work —
Twelve years of named clients.
Three of many.
€340M lingerie group. Twelve storefronts. Six years.
One Adobe Commerce Cloud multistore. Custom React + GraphQL frontend. Realtime SAP. Omnichannel across thousands of points of sale.
Adobe Commerce Cloud · React · GraphQL · SAP · Adyen · Lengow · Selligent
Read the Chantelle case →10,000points of sale
worldwide
worldwide
€340M group turnover
8M customers globally
12 storefronts · one multistore
6 years engaged
8M customers globally
12 storefronts · one multistore
6 years engaged
Twelve years making Magento the operational hub.
Sage ERP, multi-warehouse with distance-and-weight logic, B2B with NET terms, omnichannel sync to eBay, Amazon, TikTok.
Magento 2 · Sage ERP · iPad POS · EDI · eBay · Amazon · TikTok Shop
Read the Key West Aloe case →65,000hours invested
over 12 years
over 12 years
12 years (ongoing)
Since 1971 · Florida
Magento as ops hub
eBay · Amazon · TikTok
Since 1971 · Florida
Magento as ops hub
eBay · Amazon · TikTok
Vendor onboarding, weeks to hours.
GPT-4o pipeline mapping inconsistent supplier files into a 120-column Acumatica master. Humans approve only the edge cases.
GPT-4o · Python 3.11 · Pandas · Pydantic · n8n · PostgreSQL · Acumatica
Read the vendor-AI case →60–75%effort reduction
per vendor onboarded
per vendor onboarded
Weeks → hours cycle
120-column Acumatica master
80% automation target
284h scoped engagement
120-column Acumatica master
80% automation target
284h scoped engagement
— 04 / The numbers —
What twelve years inside businesses looks like.
250
Mid-to-large
projects shipped
projects shipped
14y
Years on the
operators' floor
operators' floor
98%
Customer
satisfaction
satisfaction
€340M
Largest client
group GMV
group GMV
C-suite consulting in person across US · Canada · Saudi Arabia · UAE · France · Switzerland · Singapore.
50% of core team contributed to Magento core itself.
— A manifesto, in one line —
We don't build AI demos.Read the full essay →
We build the things operators trust
on a Tuesday morning.
— 05 / Voices —
What our clients actually say.
“Max and the KCG team have been our development backbone for over a decade. They understand our business, not just our code.”
Victor R. Dragon
CEO, Key West Aloe Vera
Client since 2013 · 12 years engaged
“The work we shipped for Chantelle would not have been possible without the technical depth and operational sensibility KCG brought to every release.”
Dr. Michael Shaw
Technology Director, Chantelle
2019—2024 · Six-year engagement
— 06 / Lately at the studio —
Lately at the studio.
14 May 2026
Published the manifesto. Took longer than expected because we kept arguing about the dropcap. "Why most AI consulting fails inside real businesses" is now live in /thinking — twelve hundred words shorter than the first draft.
13 May 2026
Tenders demo shipped. The bidding workflow now has both an English default and a Polish-market edition with proper kosztorys + ATH2 imports. The toggle itself is a meta-demonstration of how localisation should work.
8 May 2026
Vendor Data Onboarding delivered. The 284-hour engagement closed this week. Final numbers: 60–75% effort reduction per vendor, cycle time from weeks to hours. Now embedded in their daily ops.
22 April 2026
Skarb.ai · 2,714 tests passing. Took the trilingual family-archive RAG to a place where I trust it with my own family. Web + iOS · Stripe billing live · EN / RU / PL.
— 03 / Thinking —
What we believe.
In our own words.
Why most AI consulting fails inside real businesses.
Most AI consultants have never been inside a real business. They've been inside AI. That, in one line, is why their work breaks the day it meets your Tuesday morning…
Read the manifesto →
01
★ Featured
What a Magento operator learned that AI consultants get wrong.
Twelve years of pricing rules and B2B tier logic and warehouse routing teaches you what AI is actually for. Most of our competition didn't go to this school…
02
Coming soon
Productionising RAG, honestly.
An eval discipline that killed BM25+RRF and parked a Cohere reranker. What survived, what didn't, and the unglamorous engineering between a demo and a product…
03
Technical