I posted about my AI news aggregator two days ago. The comments were more useful than anything I figured out myself. Here's what actually shifted my thinking.
1. The contact point matters more than the pitch
I was blaming my cold outreach failure on weak messaging. The real problem: I was messaging ad managers, not authors. Ad managers are trained to filter commercial noise. Authors feel the pain directly.
Three blocks came from ad account contacts. The one reply came from a personal author handle.
2. Forwarded posts ratio is a better signal than post frequency
Someone here pointed out: high post frequency + low forwarded posts = someone doing manual work every day. Pure aggregators just repost other channels and the forward ratio is high.
I was guessing from content style. This is a measurable metric on tgstat.ru.
3. The overnight gap test
Another commenter: a solo human curator sleeps. If a channel posts straight through the night, it's automated. If there's a consistent dead window in local nighttime hours, there's a human behind it.
Simple, obvious in retrospect, completely missed it.
4. My energy channel is the proof, not the landing page
This one hit hardest. Someone pointed out I've been running a working energy-news channel on this bot for months — and treating it as a legacy project instead of a live demo.
Nobody trusts a curator they've never watched curate. The channel is the credibility. The landing page is just text.
5. Retention lives or dies on filter quality
If someone gets 3 irrelevant posts in a row on day 2, they mute the bot and never come back. No feature saves a bad filter.
The product is the curation judgment, not the pipeline.
48 hours of comments taught me more than 2 weeks of building assumptions.
If you're selling to niche content creators — curious which of these maps to your experience.
Demo bot: t.me/ainewsdemobot Landing: ainewsagent.tech
Point 5 feels universal. You can ship new features every week, but if the core output isn't consistently useful, retention never catches up. Quality compounds faster than feature count.
"Quality compounds faster than feature count" — keeping this.
I added /alert, /top, /source thinking features would drive retention. But if the base feed has noise, none of that matters. Nobody uses /alert on a bot they've already muted.
The filter is the product. Everything else is multiplier on top of it — and a multiplier on zero is still zero.