WorkDWG AC-103
From 5 printers in an apartment to a 200+ printer factory selling into 26 of the 27 EU member states
A 0-to-100 story. An EU start-up grant and 5 printers in 2022; today an ISO 9001:2015 certified company with 200+ printers, buyers in 26 of the 27 EU member states, a 57% net margin with no outside equity, its own quoting platform in four languages, and one of the first manufacturing MCP servers.
x65turnover in three years, 57% net margin
- Company
- 3Descu (TREIDESCUPRINT SRL), on-demand 3D printing for engineering buyers
- Role
- Founder. Strategy, P&L, pricing, production and sales. Hired and trained the team. Sole engineer of the software, with AI coding agents.
- Timeline
- Founded June 2022. Platform built June to October 2026.
- Status
- Operating and growing. Platform and MCP server live.
Context and the problem
The business plan was written for a Master's in Entrepreneurship and won an EU start-up grant (about EUR 60K, ranked first among applicants). The factory started with 5 printers in a small apartment in Targu Jiu. Within a year it pivoted from consumers to engineering buyers, and it became an approved and audited production partner of one of the largest on-demand manufacturing platforms in the EU.
What was broken
A factory in a regional town, selling custom parts to engineers across Europe with a team of four. A buyer needed a trustworthy price from a CAD file without waiting for a person, customer records sat in five separate sales channels, and AI assistants had no way to ask the factory for a quote at all: a web form is not an interface a model can use.
What it cost
- With a team of 4 including contractors, every request answered by hand is time taken from production.
- Five sales channels with different GDPR and marketplace contract rules on who may be contacted.
- No channel at all for the engineers who already ask AI assistants for help.
The brief
Sell custom manufacturing to engineers across Europe from a regional town, with a team of four. That means instant, trustworthy prices from a CAD file, a checkout that works in the buyer's language and currency, and operations that do not need a sales team to answer every request.
Constraints and stakes
- A team of 4 including contractors, so software has to replace headcount.
- Prices must be right: every quote is a commitment the factory has to honour at a margin.
- Export-led: about half of all orders go to German-speaking markets.
- Customer data from five sales channels, with GDPR and marketplace contract rules on who may be contacted.
What was at stake
A wrong price either loses the order or loses money on it, and across 2,000+ orders the error compounds. The buyers are engineers who come back when the part and the price are right: one in three orders is from a returning customer.
Adrian's role and team
- Founder: strategy, P&L, pricing, production and sales.
- Hired and trained the staff, on site and digitally, with the SOPs and the ISO 9001 audit documentation he wrote. A team of 4 including contractors, plus external production, logistics, certification and creative partners.
- Hands-on across FDM and SLA production, 3D modelling, the full 3D workflow and design for manufacturing.
- Sole engineer of the software, directing parallel AI coding agents behind tests and review gates.
The approach, from 0 to 100
2022
A business plan written for a Master's in Entrepreneurship wins an EU start-up grant (ranked first, about EUR 60K, non-repayable). 5 printers in an apartment in Targu Jiu. No outside equity.
Jun 2022
Company registered, production starts on 5 printers in the apartment.
2023
From consumers to engineering buyers, and approved as a production partner of one of the largest on-demand manufacturing platforms in the EU.
2023 to 2024
Team hired and trained on site and remotely, SOPs and ISO 9001 audit documentation written, production moved into a dedicated hall (2024). 3Descu is an ISO 9001:2015 certified company.
Scale
Fleet past 200 printers and an export business: buyers in 26 of the 27 EU member states, 45% of orders shipping to Germany.
1 Jun 2026
First commit of the quoting platform. 929 commits and ~400 merged pull requests follow in under five months.
2 Oct 2026
The platform live in four languages: English, German, French and Dutch.
18 Oct 2026
MCP server listed in the official MCP Registry; then Glama and 4 community directories through merged pull requests.
21 to 25 Oct 2026
A zero-budget press launch: 10 articles in national, regional and international trade press within a week.
Today
A 200+ printer factory, turnover x65 in three years at a 57% net margin, 2,000+ orders from 1,600+ buyers in 30 countries, rated 4.7/5 by 200+ verified buyers.
What was built
- The team and the operation. Adrian hired and trained the staff, on site and remotely, and wrote the SOPs and the ISO 9001 audit documentation. He is hands-on with every step: FDM and SLA production, 3D modelling and design for manufacturing.
- Instant quoting platform (quote.3descu.com): upload a 3D file, get mesh analysis in the browser (watertight check, volume, bounding box), a price in under a minute, payment by card, bank or PayPal, PDF offers, a customer portal and an admin back office. English, German, French and Dutch.
- An MCP server so AI assistants such as ChatGPT and Claude can quote real parts: 4 tools, keyless, rate-limited, prices calibrated on measured parts. Listed in the official MCP Registry as io.github.cadi27tech/3descu-quote, on Glama, and in 4 community directories through merged pull requests.
- A release gate of 120+ automated checkers running about 260K assertions on every release, with mutation-tested guards so a checker that stops catching errors is itself caught.
- A EUR 0 per month social publisher on GitHub Actions (public repo) that posts a full quarter's calendar on schedule: 45 published, 3 missed, and missed posts are never backfilled.
- A unified customer ledger: five sales channels merged into one audited ledger reconciled to within EUR 1, with GDPR and contract suppression rules enforced in code.
How the system fits together
DWG AC-103System drawingRev Oct 2026
- Outside the system: a person, a ledger, a regulator
- Built by Adrian
- Live in production
- Boundary
Data path
- 01Engineer uploads a CAD file, or asks an AI assistant
- 02Mesh analysed in the browser
- 03Price from the calibrated pricing engine
- 04Payment and order confirmation
- 05Production, shipping and portal tracking
Safeguards and controls
- ISO 9001:2015 certified company, with documented SOPs.
- GDPR and contract rules enforced in code: marketplace-sourced customer records are held suppression-only.
- e-Factura invoicing with EU VAT reverse charge for VIES-valid business buyers.
- Every release passes 120+ checkers and about 260K assertions; guards are mutation-tested, so a checker that stops catching errors is caught itself.
- Public claims (counts, ratings, press) are checked by scripts for drift against the source data.
- The MCP server is keyless and rate-limited, with prices calibrated on measured parts.
How it was tested
Every release passes 120+ checkers and about 260K assertions. Public claims (counts, ratings, press) are checked by scripts for drift against the source data. 3Descu is an ISO 9001:2015 certified company and ranks 1st in Gorj county in three ListaFirme Topul Firmelor 2026 categories (professional and design services), based on filed accounts.
Results
- 5 to 200+printers, from an apartment (2022) to a dedicated production hall
- x65turnover in three years, about EUR 190K in 2025, up 75% year on year, at a 57% net margin (public filings)
- 2,000+orders from 1,600+ buyers in 30 countries, including 26 of the 27 EU member states; 45% of orders ship to Germany; one in three from a returning customer
- 4.7/5rating from 200+ verified B2B buyers
- ~400merged pull requests and 929 commits in under five months, solo, with 38 edge functions
- 10press articles within a week of the AI quoting launch, at zero ad spend
| Measure | Before | After |
|---|---|---|
| Printers | 5, in an apartment (2022) | 200+, in a dedicated production hall |
| Turnover | 2022, the founding year | x65 by 2025, about EUR 190K, at a 57% net margin |
| Customer records | Five separate sales channels | One ledger of 1,863 records, reconciled to within EUR 1 |
| Quotes for AI assistants | No channel | MCP server in the official MCP Registry |
What the client owns now
- Everything: code in its own repository, its own Supabase and Stripe accounts, no agency in the loop.
- A public MCP server and a public social-publishing agent that others can inspect.
Stack
- React
- TypeScript
- Supabase (PostgreSQL, Edge Functions)
- Stripe
- Model Context Protocol
- GitHub Actions
- Meta Graph API
Links
What buyers and the press said
Buyer review4.7/5 from 200+ buyers
The precision of the parts were astonishingly good
Verified B2B buyer, 3DescuCustom 3D-printed parts Press21 Oct 2026
Povestea de succes a unui gorjean: Adrian Capraru a pornit cu 5 imprimante 3D si a construit o fabrica ce produce pentru toata Europa
In EnglishThe success story of a man from Gorj: Adrian Capraru started with 5 3D printers and built a factory that produces for the whole of Europe.
Gorjul Azi: read the articleHeadline, as published Press24 Oct 2026
Adrian Căpraru, antreprenorul din Gorj care transformă imprimarea 3D într-o afacere europeană
In EnglishAdrian Capraru, the entrepreneur from Gorj turning 3D printing into a European business.
Vocea Olteniei: read the articleHeadline, as published Press24 Oct 2026
3Descu enables 3D printing quotes through ChatGPT and Claude
3D Printing Industry: read the articleHeadline, as published
Similar problem?
Describe the process, the systems and the constraint. Hiring for this skill set? The CV has the full record.