AI Use & Editorial Policy

I use generative AI tools as part of my editorial and marketing workflow. This includes support for research assistance, idea exploration, structuring, drafting support, editing, summarisation, visual concept development and content adaptation for different formats.

AI tools are used as assistants, not as independent authors or factual sources.

The editorial direction of this website is human-led. The topics, content plan, article briefs, strategic angles, frameworks, use case structures, examples, source selection and final editorial decisions are created, directed and approved by me.

For my articles, I may use dedicated AI workflows, project context and custom instructions developed by me over time. These workflows are based on my marketing experience, editorial judgement, strategic frameworks and repeated refinement of how AI should support the writing process. They help produce more consistent drafts, but they do not replace human editorial responsibility.

All published articles are reviewed, edited and approved by me before publication. I remain responsible for the final interpretation, opinions, examples, structure, conclusions, source selection and overall quality of the content.

When factual claims, benchmarks, statistics or external references are included, AI is not treated as the source. Factual information is reviewed against relevant source materials, reports, articles or other references.

Some content on this website may carry machine-readable AI provenance signals or watermarks added by the AI tools used in the workflow. Such signals indicate that an AI system may have assisted in generating or processing the content. They do not determine authorship, ownership, factual accuracy or editorial responsibility.

Images used on this website may be generated or assisted by AI. AI-generated images are illustrative and do not depict real clients, projects, brands, locations or events unless explicitly stated.

Where appropriate, AI-generated illustrative images may be labelled with a caption such as: “AI-generated illustrative image. No real client, brand or location is depicted”.

This website is written and edited by Diana Socaciu. I hold editorial responsibility for the published content.