GTM Sauce

Sunflower · B2C · addiction recovery app

Let the in-app AI coach follow up on its own and reply in the community

4M+ messages handled in a year; users say it saved their lives

Workedfeature-developmentretention

What they did

Started as a ChatGPT wrapper, then prompt optimization, then an agent ('Sam') with app-wide context and memory: proactively follows up (e.g. on payday), replies to posts in the community, runs prompted sessions. Risky conversations escalate to a clinical team under a VP of Therapy; biometrics and data erasure protect users from abusive partners. Next: integration with a teletherapy clinic (relapse scores to therapists, homework follow-ups).

What happened

Over 4 million messages in the last year; many users credit it with staying sober.

In their words

Koby Conrad - I speedran an ai app from 0 to $1m/yr in 10 months

Play from 23:09
22:52

JosephIt's good advice. Going back to the AI part, you you said in the beginning, it was kind of just a low-quality like ChatGPT wrapper, but now it's not, so what what's the difference between like bad implementation of AI and like actually good AI?

23:09

KobySo, first it was just a ChatGPT wrapper, and then we did some like fancy prompt optimizations, and then eventually like we turned it into an AI agent. So, Sam is now able to do things. Um, so he can like follow up with you when it knows that it's payday, and he can he will show up in the social media and he will like respond to the posts. And we pull in all of the context across the whole app, and now he can chat with you, and we can create prompted sessions.

23:38

KobyUm, there's like super in-depth uh like safety features is we have like a VP of Therapy, and anything that's like remotely scary um like gets like funneled up into like our clinical team. Um, there's like uh really complicated memory features. There's like in-depth like data security stuff of like, "Hey, we'd want to remember stuff, but like also our users have abusive boyfriends, and like how do we like make sure their abusive partner like can't …

Get tactics like this every Monday

New tactics from the week's founder interviews, each linked to where it was said.

More from this episode

Tags: ai-companion, ai-agent, memory, proactive-messages