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

  1. 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.

  2. Jun 2022

    Company registered, production starts on 5 printers in the apartment.

  3. 2023

    From consumers to engineering buyers, and approved as a production partner of one of the largest on-demand manufacturing platforms in the EU.

  4. 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.

  5. Scale

    Fleet past 200 printers and an export business: buyers in 26 of the 27 EU member states, 45% of orders shipping to Germany.

  6. 1 Jun 2026

    First commit of the quoting platform. 929 commits and ~400 merged pull requests follow in under five months.

  7. 2 Oct 2026

    The platform live in four languages: English, German, French and Dutch.

  8. 18 Oct 2026

    MCP server listed in the official MCP Registry; then Glama and 4 community directories through merged pull requests.

  9. 21 to 25 Oct 2026

    A zero-budget press launch: 10 articles in national, regional and international trade press within a week.

  10. 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

System drawing: 3Descu: factory, platform and MCP serverEngineer uploads a CAD file, or asks an AI assistant. Mesh analysed in the browser. Price from the calibrated pricing engine. Payment and order confirmation. Production, shipping and portal tracking.EVERY RELEASE: 120+ CHECKERS, ABOUT 260K ASSERTIONSEngineerUPLOADS A CAD FILEChatGPT or ClaudeASKS FOR A PRICEFive sales channelsDIRECT AND MARKETPLACEBUYERSMesh analysisIN THE BROWSER:WATERTIGHT, VOLUME, SIZEMCP server4 TOOLS, KEYLESS,RATE-LIMITEDCustomer ledger1,863 RECORDS, GDPR RULESIN CODECalibrated pricing enginePRICES FROM MEASURED PARTS, IN 4 LANGUAGESe-Factura invoicingEU VAT REVERSE CHARGECheckout and offerCARD, BANK OR PAYPAL, PDFOFFERCustomer portalORDER STATUS AND FILESProduction200+ PRINTERS, FDM AND SLA, ISO 9001:2015System drawing: 3Descu: factory, platform and MCP serverEngineer uploads a CAD file, or asks an AI assistant. Mesh analysed in the browser. Price from the calibrated pricing engine. Payment and order confirmation. Production, shipping and portal tracking.EngineerUPLOADS A CAD FILEChatGPT or ClaudeASKS FOR A PRICEFive sales channelsDIRECT AND MARKETPLACE BUYERSMesh analysisIN THE BROWSER: WATERTIGHT, VOLUME,SIZEMCP server4 TOOLS, KEYLESS, RATE-LIMITEDCustomer ledger1,863 RECORDS, GDPR RULES IN CODECalibrated pricing enginePRICES FROM MEASURED PARTS, IN 4LANGUAGESe-Factura invoicingEU VAT REVERSE CHARGECheckout and offerCARD, BANK OR PAYPAL, PDF OFFERCustomer portalORDER STATUS AND FILESProduction200+ PRINTERS, FDM AND SLA, ISO9001:2015

DWG AC-103System drawingRev Oct 2026

  • Outside the system: a person, a ledger, a regulator
  • Built by Adrian
  • Live in production
  • Boundary

Data path

  1. 01Engineer uploads a CAD file, or asks an AI assistant
  2. 02Mesh analysed in the browser
  3. 03Price from the calibrated pricing engine
  4. 04Payment and order confirmation
  5. 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
Before and after
MeasureBeforeAfter
Printers5, in an apartment (2022)200+, in a dedicated production hall
Turnover2022, the founding yearx65 by 2025, about EUR 190K, at a 57% net margin
Customer recordsFive separate sales channelsOne ledger of 1,863 records, reconciled to within EUR 1
Quotes for AI assistantsNo channelMCP 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

  1. Buyer review4.7/5 from 200+ buyers

    The precision of the parts were astonishingly good

    Verified B2B buyer, 3DescuCustom 3D-printed parts
  2. 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
  3. 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
  4. 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.

adriancapraru27@gmail.com