Transparency Framework
transparency label: AI-assisted
Anapoly AI Labs exists to explore how general-purpose AI tools can be used in real work. Therefore, most of the content on this site will have been developed with the help of such tools. To ensure transparency and maintain trust, we disclose AI involvement in all published material using a standardised system, as follows.
Item-Level Disclosure. Every item of content on Anapoly Online includes a clear, consistent classification of AI involvement. This is a transparency label placed at or near the top of an item, linked to this page.
Classification System To avoid false precision, we use a narrative typology rather than percentages.
| Label | Description |
|---|---|
| Human-only | Entirely human-authored. No AI involvement at any stage of development. |
| Human-led | Human-authored, with AI input limited to suggestions, edits, or fact-checking. |
| AI-assisted | AI was used to draft, edit, or refine content. Human authors directed the process. |
| AI-heavy | AI played a large role in drafting or synthesis. Human authors curated and finalised the piece. |
| AI-only | Fully generated by AI without human input beyond the original prompt. No editing or revision. |
Justification (Optional) Where appropriate, a brief explanation may be added to clarify the classification chosen for a piece.
Example of a Justification
This conversation is classified as AI-assisted. Alec initiated the topic, made key decisions about tone, structure, and terminology, and reviewed every suggestion. ChatGPT drafted language, proposed classification options, and revised the canvas under direction. The content was shaped collaboratively, but with Alec clearly in charge.
Chat Summary (Optional) Where AI involvement brought particular value to the development of a piece, we may include a short summary of the interaction:
Example of an AI Involvement Summary
This piece of work was developed through a dialogue between Alec and ChatGPT.What Alec did
Alec initiated the topic, framed the questions, and reviewed all drafts. He also decided which suggestions to accept or reject. For example, he asked whether AI involvement should be disclosed at all and explored the idea of linking to full transcripts.What ChatGPT did
ChatGPT proposed ways to classify content by level of AI involvement, suggested terminology such as “AI-assisted” and “Hybrid,” and drafted several options for post labels and summaries. It also created the first version of the site-wide disclosure policy.How the piece developed
The policy took shape through iterative exchange: Alec pushed for clarity, consistency, and minimalism, while ChatGPT adapted and expanded the document to match. The result is a practical and credible policy that reflects the ethos of Anapoly AI Labs.
Full Transcript (Optional) Where useful, we may link to the full chat transcript behind the content. These links will be included sparingly, only when the transcript adds genuine insight for readers. All transcripts will be lightly cleaned (if needed) to protect privacy and ensure readability.