RetentionRadar: Early-Stage SaaS Behavior Audit Tool

The real signal for me wasn't repeated use in the way I expected it to look. I went looking for people opening the app multiple times in a week, and that basically didn't exist yet at my scale, so if I'd waited for that pattern to convince me, I'd still be waiting. What actually mattered was a much smaller thing: someone running a second scan on the same pet specifically to see if anything had changed, not just using the app again generally, but using it in a way that implied they expected it to track something over time. That's a person treating the tool as having ongoing value, not a novelty. One user doing that told me more than a hundred one-time downloads. The noise, for me, was anything that looked good in aggregate but had no individual behind it holding up under a query. Signups and impressions moved and felt like progress, but when I actually pulled real user rows and looked at session gaps, almost everyone had exactly one session and never returned. The dashboard metrics were saying "growing," the actual behavior was saying "nobody's coming back," and the second one was true. The thing I'd add to your list: asking a specific, narrow question about the product, not "how do I use this" but "can it also do X for my specific case," is a stronger signal than an invoice request in my experience, because invoice requests can come from people testing whether you're serious as much as whether the product works, while a specific feature question only comes from someone who's actually tried to use it for real.

imo the strongest signal is when someone asks about pricing before you even have a pricing page. Compliments and repeated logins were mostly noise. People asking "can I get an invoice" or "do you have a team plan" is someone telling you they already decided to pay.