Making the process visible — human, AI, and tech.
What this page is about:
CAHDD (Computer Aided Human Designed & Developed) is a human-first movement promoting transparency, authorship, and accountability in an era where AI-generated creative work is becoming indistinguishable from human-made work.
Why it is important:
If we lose visible authorship, we lose trust, meaning, and fair credit, especially in the design professions where decisions carry cultural and economic weight.
Key takeaways:
- CAHDD is pro-human and pro-responsibility, not anti-technology.
- We support clear disclosure of how work is made, including AI involvement.
- Our staged framework helps creators describe their workflow honestly and consistently.
Best next step:
Visit How It Works to understand the CAHDD™ stages system and what it means in practice.
CAHDD uses a simple stage system to show who is actually doing the work.
CAHDD is a simple stage-based system that shows how much of a project was created by human effort versus AI or automation. Each stage represents a different level of involvement. The following is the essence and intent of the stages. Watermarks are not mandatory or required, it is up to the individual to determin how they want to convey the stages.

Stage 0 — Traditional Human Craft
Fully human-created. No digital tools or automation.

Stage 1 — Digitally Assisted Creation
Standard digital tools. Human makes all decisions.

Stage 2 — Algorithmic Assistance
Procedural or scripted tools. Fully human-directed. No AI generation.

Stage 3 — Human–AI Hybrid Creation
AI is used, but the human drives the outcome.

Stage 4 — AI-Generated, Human-Curated
AI creates most of the work. Human selects and refines.

Stage 5 — Fully Autonomous AI Creation
AI creates the work. Minimal human input.

Stage X — Multi-Phase / Hybrid Pipelines
Mixed stages or iterative human–AI workflows.
CAHDD™ (Computer Aided Human Designed & Developed™) is a system for showing how work was actually created — how much was human, and how much involved AI or automation.
The CAHD™ stage system makes that visible by labeling the level of human involvement across design, refinement, and development.
“CAHDD isn’t just about transparency—it’s about protecting your creative legacy.”
Some clients will embrace the precision and efficiency of technology-heavy work, while others will value the authenticity of handcrafted, human-led creativity. The CAHD™ stages make those distinctions visible, empowering artists, architects, designers, engineers, and makers to match their process to the needs and values of their audience.
CAHD Rating System — clear and honest
Creators can apply a subtle CAHD™ watermark — a dot-pattern that blends with the artwork — to show where they believe their work falls on the CAHD™ scale, without detracting from the work itself. The CAHD™ icon can also be shown where visibility is needed, like online stores, portfolios, or contest entries.

CAHDD is not a product or a marketplace — it is a philosophy, a framework, and a growing movement. Our goal is to raise awareness, document best practices, and give the creative community the tools to thrive in a future where technology supports — not replaces — human ingenuity. By sharing, adopting, and spreading the CAHDD philosophy, you help strengthen a culture of transparency, creativity, and respect for human contribution worldwide.
CAHDD operates on an honor system. The stages are self-declared, and the icons or indicators themselves are not legal proof. If a client, partner, or court requests verification, it’s the responsibility of the creator or organization to provide supporting material—for example, work-in-progress files, timestamps, prompt logs, layered source files, or other documentation of their process.
“This is an honor-based framework. Icons and watermarks are tools, not proof. Creator accountability is required to support claims.”
This supporting information doesn’t just back up a stage declaration—it’s also a critical safeguard for intellectual property rights. In copyright disputes, clear evidence of human creative contribution can determine whether a work qualifies for protection. Retaining structured proof of your workflow helps demonstrate authorship, clarify where and how AI tools were used, and protect your ownership claims.
For clients, this transparency builds trust. For creators, it provides legal resilience in a landscape where questions of authorship, originality, and AI involvement are becoming more complex.



Exploring Human-Centered Questions Together – coming soon
