I think about this as a startup founder building a 'proof-of-human' layer on the Internet.

One of the hard parts in this space is what level of transparency should you have. We're advancing the thesis that behavioral biometrics offers robust continuous authentication that helps with bot/human and good/bad, but people are obviously skeptical to trust black-box models for accuracy and/or privacy reasons.

We've defaulted to a lot of transparency in terms of publishing research online (and hopefully in scientific journals), but we've seen the downside: competitors fake claims about their own best in-house behavioral tools that is behind their company walls in addition to investors constantly worried about an arms race.

As someone genuinely interested (and incentivized!) to build a great solution in this space, what are good protocols/examples to follow?