References
Work that has been examined.
Public administration, regional development agencies and companies: projects in which values became requirements and requirements became systems.
Including Land Tirol, datahub, VERBUND, Museumsbund and WIFI
“As Land Tirol we are keenly interested in engaging with the future already in the present. Artificial intelligence will change a great deal in decisive ways — including certain services of the public administration. For that reason it mattered to us to be advised by a proven expert such as Sabine Singer. Sabine Singer showed in a refreshing manner that AI and ethics form a unity at their best. The competence and the expertise of Sabine Singer convinced us to such a degree that we are currently planning further collaboration.”
“I very much enjoyed working with Sabine on datahub.tirol. The way she approaches things, analyses them strategically and immediately thinks in win-win terms helped us a great deal with our data and AI use cases, with business modelling and with finding the USP of datahub.tirol. I can recommend Sabine warmly, above all on the subject of Valuebased Engineering.”
“Sabine Singer is not only a top expert in artificial intelligence — she also brings human intelligence, humour and a drive to score. Her content is didactically well thought through, practical and precisely matched to our audiences. The WIFI programme KI-Beauftragte? Hardly imaginable without her.”
“Training with Sabine is gripping and clear. She keeps the work practical. Her delivery is engaging and convincing. For me she is a pioneer in values-based AI ethics.”
“We hosted several talks and workshops with Sabine Singer for museum workers, to embed AI and its ethically defensible uses in museum practice. Her speaking style is infectious and inspiring. Her expertise prompts people to question applications and vendors critically.”
“Ms. Singer's ability to engage the audience and facilitate meaningful discussions was evident throughout the conference. She brought knowledge and insight to the stage and connected with speakers and attendees alike. I highly recommend Sabine Singer for any future speaking or moderating roles.”
Reference · programmes
Voices from earlier programmes
Participants from earlier WIFI programmes, after the course. Submitted anonymously.
“An absolute authority, a woman from practice with experience. The tools she makes available to us are valuable and unusual in this form. On the subject of AI she is my single source of truth.”
“Sabine Singer is an outstanding, highly competent trainer who can convey the course content vividly, with excellent expertise and humour. Thank you for this instructive, informative, engaging and very funny course.”
“Sabine is extremely enthusiastic about her cause and a highly educated expert in her field. She prepared her knowledge well and passed it on to us with competence. Her pace and her course leadership were very good, and she conveyed the content to us fantastically, in theory and in practice. This was my second programme with her, and I am very glad I took both. Her method has enriched and improved my life.”
“Dear Sabine, thank you for carrying me along with your transfer of knowledge and your motivation. I found your openness particularly enriching, including the remark that even in your own circle the topic of AI detox is present. What stays with me is the enthusiasm for the subject and for your life's work. That motivates me to carry this stance into my own professional context.”
“Presence, personality, experience and knowledge. Currently the best trainer at WIFI I have had.”
“I have never experienced this much passion, competence and dedication in a trainer.”
Case example
datahub Tirol
Stakeholder co-creation to Valuebased Engineering: gather values, prioritise them, translate them into Ethical Value Requirements — and document every decision so that it stays explainable later.
Together with Standortagentur Tirol I assessed data and AI use cases, sharpened the business model and worked out the USP of datahub.tirol. For this project I received the Constantinus Award in the Ethics & CSR category in 2025.
Keynote, Academy or an AI project?
Tell me what is on the table. I reply with an assessment.