Proof of Concept · Market Validation 2026

CAD renders.
In hours.
Does the market need this?

We combine 20 years of architectural expertise with an engineering-supervised AI engine. The concept works in a test environment — now we're validating whether it solves real market problems. Take the survey and help us find out.

Take the survey — 4 minutes → How It Works

render preview — coming soon

20 Years of architectural
experience
POC Testing &
validation phase
2026 Target: first
live projects

The Problem

Traditional visualisations stall sales.

Developers and agencies lose weeks on every iteration cycle. Cheap AI tools hallucinate — warped walls, missing windows, lost client trust. The gap between speed and precision costs real money.

How It Works

CAD → AI → Photorealism

Three phases. Engineering oversight at every step. Zero geometric compromise.

01

Clean Geometry

Marcin exports a precise CAD model — proportions perfect to the millimetre. Geometry the AI cannot alter.

02

ControlNet Supervision

The AI engine applies photorealism to your model, not its own interpretation of space. ControlNet + IP-Adapter = your materials, your dimensions.

03

Personalisation & Delivery

Gen Z, Family, or Premium Investor variant — in minutes. 4K render for prospectus in hours, not weeks. This is what we're testing.

Concept vs. Status Quo

What the engineering approach changes.

We are not a cheap AI tool. We are not replacing architectural studios. We are testing whether engineering precision and generative AI speed can be combined — and whether the market actually needs it.

Traditional Process
✕ 2–4 weeks for first renders
✕ Material change = new render = new invoice
✕ One demographic version per package
✕ Software licences baked into margin
✕ Geometric revisions constrained by render pipeline
Medeis.dev · AI-Hybrid Concept (in testing)
→ First renders within hours of CAD model (test results)
→ Material change — isolated inpainting, rest of scene untouched
→ Multiple demographic variants without a full re-render
→ Open-source stack, low infrastructure cost
→ Fast iterations because AI never touches the CAD geometry

Preliminary Pricing

Estimates to be validated.

The figures below are preliminary working assumptions — not a commercial offer. We are testing them through the current market research. The final pricing model will be built on the data we collect.

Package 01

Quick Start

Premium agency · single commission

~800 PLN net / shot · to be validated
  • 1–2 final shots in 24–48h
  • AI virtual staging tailored to client
  • 1 demographic variant
  • 4K delivery for portal / prospectus
  • 1 round of inpainting revisions
Research priority

Package 02

Development

Developer · per-project package

individual quote 10–30 shots · to be validated
  • Full building + communal areas
  • Consistent visual style across development
  • Multiple demographic variants per shot
  • Marcin's engineering oversight
  • Priority delivery timeline
  • Material report (Barlinek, Tubądzin etc.)

Package 03

Partner

Design studio · ongoing collaboration

subscription or hourly rate · to be validated
  • Rendering support based on your CAD project
  • Additional compute capacity without studio expansion
  • Full compliance with your project
  • Flexible scheduling
  • Priority for ongoing partners

Team

Engineering expertise + data strategy.

MS

Marcin Siudmak

Interior Architect · CAD Engineer · Founder

Designing spaces since 2006. Two decades of residential, commercial and office projects across Warsaw and Masovia. Oversees every render for geometric and aesthetic compliance.

CAD Modeling ControlNet Interior Design 20 years
MN

Mateusz

Data Engineer · GTM Strategist

Data engineer & senior analyst combining sociological insight with enterprise-grade data architecture. Leads GTM strategy, CRM, and platform analytics.

Microsoft Fabric T-SQL · Python GTM Strategy Lakehouse

Why This Page Exists

The research that will justify
— or challenge — this idea.

Medeis.dev is a proof of concept. The technology works in a test environment. Before investing in a full launch, we need real data: what are the actual bottlenecks, what do developers and architects currently pay for visualisations, and what would they pay for a faster, more accurate process. Your answers will determine what we build — or whether it's worth building at all. Every participant receives the full report first.

Complete the survey — takes 4 minutes →

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