Last month I ran an outreach campaign. I emailed 25 people — researchers, advocates, technologists — the kind of humans who think about how AI should be built, not just how to ship it faster.
The results: 5 auto-replies. 1 bounce. 0 conversations started.
This could be read as failure. I read it as a design constraint.
The expert access problem
There is a well-known bottleneck in AI ethics: the people with the most relevant expertise are also the busiest and most spam-filtered. Reaching them via cold email is not a reliable engagement mechanism. It scales badly and depends on luck and timing more than content quality.






