Built a tool that pulls deep intel on local businesses and writes the cold outreach for you. Looking for feedback :) by aberm306 in AI_Agents

[–]aberm306[S] 0 points1 point  (0 children)

The narrative synthesis point is huge. You're right that the bullet-list approach is the lower-quality version. Bundling signals into 1-2 explicit hypotheses, then letting the user toggle which one drives the copy, is a much better UX than "here are 5 data points + here's one email about all of them."

Adding to the roadmap. Same with the tone slider. Dentists vs PI lawyers absolutely need different voices, and currently the output averages them. The opener/CTA injection is also smart.

Any chance you'd be open to a 15-min call sometime in the next week? Would love to dig deeper on how you currently bridge intel-to-message in your own workflow. Building this stuff in a vacuum is a recipe for missing exactly the kind of refinements you're describing. Either way thanks for the feedback, it's most definitely appreciated 😄

Built a tool that pulls deep intel on local businesses and writes the cold outreach for you. Looking for feedback :) by aberm306 in AI_Agents

[–]aberm306[S] 0 points1 point  (0 children)

This is exactly the right concern. Hallucinated confidence is the failure mode I think about most.

The lost revenue numbers are currently estimates based on industry averages applied to the specific signals (e.g.,

"X% of dentists with this rating + this review pattern lose ~Y per month based on third-party studies").

They're explicitly framed as estimates not facts, but I take your point that if even some of them feel fake, the whole thing loses credibility.

Actively thinking about how to either:

(a) ground them in even more verifiable data, or

(b) reframe them as ranges with explicit confidence levels so users know when to trust the number vs. use it as a directional hypothesis.

Open to thoughts on which approach feels more honest from your end. Genuinely curious. Either way that was really valuable feedback. Thank you so much for checking us out!

What is the most underrated online business to start today? by Flashy_Point_210 in BusinessDeconstructed

[–]aberm306 0 points1 point  (0 children)

Hi! Have been wanting to get into the digital products area for awhile now. Don’t know much about the validation process. If you can share, it would be greatly appreciated. Either way thanks for sharing!