First of all this project is great and finance is ready for a disruption like this. I'm sure a lot of good research and development went into this.

Quality research indeed doesn't always make money, so I agree that it doesn't make sense to present these type of metrics. But at the same type, it will be hard to trust this sort of thing immediately without having a way to validate its output. At the very least I would like to know that the financial metrics it calculates (esp those based on 20/30 data points) are correct. Looks like there is some transparency build in and that's a good thing.

But people that are not a pro in investment research wouldn't know that it messed up a certain metric and therefore the output is different from what it tells me. Or maybe it is not messing up entirely, but a certain sector-specific detail doesn't get picked up making a signal less strong than the output made you believe. Maybe you already have it but if not maybe you could get some sort of validation layer added, that could also serve as some sort of customisable calculation engine, I'd use it right away.

Thanks, very valid point. We are building towards a benchmark as well. hope we can share more quantitive metric soon.