u/Actual-Chemistry-662

It's based on a RIKEN study where they put ECG monitors on babies and mothers to track what happens when you try to put a baby down. Spoiler: the heart rate spike isn't from touching the mattress. It's from losing body contact with you. That one finding changed how the whole protocol works.

Two things I want feedback on: does the content actually make sense, and does it feel trustworthy or does something feel off about it?

PDF is in the comments. No email, no signup. Just read it and tell me what you think — including if it's not useful, that's the whole point of asking.

My stream would end and I'd have 2,000+ messages sitting there.

I needed a winner. So I'd scroll. For 20 minutes. Picking someone who "seemed active."

It felt random because it was random.

The worst part — I had no way to filter bots. Half my "most active viewers" were accounts that sent the same message 40 times.

I stopped doing giveaways for two months because of this.

Here's the framework I eventually built:

1. Activity score — relative, not absolute

Don't count raw messages. Compare each viewer to the most active person in that stream. Formula: (messages sent / highest message count) x 10

2. Quality score — what AI actually judges

Weight quality at 60%, activity at 40%. Five genuine messages should beat someone who typed "LFG" 80 times. Judge on relevance, variety, and engagement quality.

3. Pre-filter before scoring

Remove known bots, anyone who sent the same message 5+ times, your own moderators, and anyone who won in the last 30 days.

4. PDF output with alternates

Never announce just one winner. Always have 5 backup names. Viewers get banned, accounts get deleted, people are in the wrong region.

I automated all of this into a script. Happy to share the link if anyone wants it.

What's the worst giveaway experience you've had on stream?

My first digital product took 3 weeks to build.

It made $11.

Not because the content was bad. Because I picked a topic I liked — not one people were actually searching for.

After getting this wrong three times, I built a checklist I now run before building anything. Sharing it because I wish someone had handed it to me earlier.

THE 48-HOUR NICHE VALIDATION CHECKLIST:

1. Reddit question test (20 min) Search your niche on Reddit. Count question posts vs opinion posts. More questions = more pain = more buyers. Mostly opinions = nobody desperate enough to pay.

2. Pinterest autocomplete test (10 min) Type your niche into Pinterest search. Don't press enter. Look at the dropdown — those are real buyer searches. 3+ variations = solid demand.

3. Review gap mining (30 min) Find any existing product in your niche. Read the 3-star reviews. 3-star buyers bought it, used it, but wanted more. That "more" is your product's angle.

4. One-sentence result test (5 min) Fill in: "This helps [person] achieve [result] in [timeframe]." Can't fill it in cleanly? Niche is too broad. Narrow it.

5. Competing product scan (30 min) Search your niche on any digital marketplace. 10+ reviews = demand is proven. 0 reviews everywhere = market doesn't exist yet.

Total time: under 2 hours. Do this before writing a single word.

I turned this into a fuller system with a scoring sheet — happy to share the link if anyone wants it. Not a pitch, just the doc.

What's the worst niche mistake you've made? Drop it below.