How I Use AI

As a Digital Product Architect, AI tools are an integral part of my workflow. This isn't something to hide; it's a modern engineering standard. This page explains where and how I use AI, and who holds responsibility for what gets published.

What I Use It For

Research, topic exploration, content drafting, visual illustrations, software development, and general operations.

  • Content: Blog posts, newsletters, and site copy often start as AI-generated drafts. I use them as raw material, which I then refine, rewrite, and finalize.
  • Development: AI tools help write code, but product design, architecture, and deployment decisions are entirely mine.
  • Automation: Initial research and drafting are handled by my internal system, VelaCrew. It has no publishing permissions: every output is routed to me first for review, revision, or rejection.

Data Privacy

Your personal data is never fed into these systems. I only input my own material: private notes, drafts, and code. All tools are configured to ensure data is not used to train public models, and I do not use AI for user profiling or automated decision-making.

Editorial Accountability

I do. I read, fact-check, and take full editorial responsibility for everything published under my name. No content is ever scheduled or published automatically without human review.

Specific Disclosures

  • Photorealistic Media: If an image is AI-generated and resembles a real photograph, I disclose this alongside the asset.
  • Conversational AI: If I deploy an interface where you interact directly with AI, I will state this clearly before you type your first message. Currently, this site does not run live AI models or generate real-time content while you browse.

Products Powered by AI

  • Modulyo: Built around an AI assistant. The chat interface explicitly notifies you that you are interacting with an AI before your first message.
  • theuxbites: Uses AI to audit websites and generate UX issue breakdowns.

Product-specific disclosures live inside those applications where the interaction occurs. This page simply serves as a high-level index.

Why Share This?

Because deciding what to delegate to machines, and what to keep human, is core to what I do. The time saved by AI isn't spent doing more trivial work; it's reinvested into high-value decision-making that only a human can perform.

Article 50 of the EU AI Act (Regulation 2024/1689) mandates transparency for AI-generated content in specific contexts. While this page ensures compliance, it exists primarily because clear communication is standard practice.

David RozsaLast updated: September 1, 2026