Dear all, I am a PhD student invistigating ecosystem frictions in AI-enables innovations.

I’m looking for insights into how these frictions impact operational indicators—specifically

Speed, Cost, and Evidence Quality.

To be able to do so I’m kindly seeking your support it taking the attached survey.

Your expertise would be invaluable in linking these hurdles to actual innovation outcomes. All data is anonymous and will only be shared for academic research purposes.

Thank you very much.

Dear all,

I am a PhD student invistigating ecosystem frictions in AI-enables innovations.

I’m looking for insights into how these frictions impact operational indicators—specifically Speed, Cost, and Evidence Quality.

To be able to do so I’m kindly seeking your support it taking the attached survey.

Your expertise would be invaluable in linking these hurdles to actual innovation outcomes. All data is anonymous and will only be shared for academic research purposes.

Thank you very much.