Twitter Reply Marketing: 4 Weeks of Raw Data
I'm a beginner indie dev building in public. I created CommentSignal in December and had zero audience.
I haven't launched yet—no auth, no payment gateway. I was just looking for validation to see if people were actually interested.
Like many of you, I read those Twitter threads about "just reply to big accounts" as a twitter growth strategy. So I decided to actually test it and document everything as a twitter marketing case study.
This is my raw data. No fluff. Just numbers so you can decide if this twitter growth strategy is worth your time.
The Build in Public Experiment
Duration: December 20, 2025 → January 17, 2026 (4 weeks)
What I did: Replied to every "what are you building," "share your project," and "drop your startup link" post I could find.
My product: CommentSignal - finds buyers/leads in YouTube comments automatically
My Twitter following at start: Small (not an influencer, just a dev building in public)
The Raw Numbers
| Metric | Result |
|---|---|
| Total replies posted | 35 |
| Total impressions | ~7,847 |
| Total link clicks | 196 |
| Website visitors (Vercel) | 294 |
| Page views | 327 |
| Bounce rate | 91% |
| Waitlist signups | 8 |
| YouTube demo views | 40 |
Impressions Breakdown (The Most Important Data in This Twitter Marketing Case Study)
| Impression Range | # of Replies | % of Total |
|---|---|---|
| 2,000+ | 1 | 3% |
| 1,000-1,999 | 1 | 3% |
| 100-999 | 6 | 17% |
| 50-99 | 5 | 14% |
| 20-49 | 12 | 34% |
| 10-19 | 7 | 20% |
| Under 10 | 3 | 9% |
The reality: 2 replies (6%) generated 4,170 impressions (53% of total). The other 33 replies combined got less than half that.
Top Performing Replies
| Date | Original Poster | OP's Stats | My Impressions | Link Clicks |
|---|---|---|---|---|
| Dec 21 | @alexcooldev | 142K views, 882 likes | 2,615 | 55 |
| Jan 5 | @shiri_shh | 54K views, 558 likes | 1,555 | 99 |
| Jan 7 | @AdityaShips | 42K views, 366 likes | 193 | 2 |
| Dec 22 | @robert_shaw_x | 27K views, 261 likes | 200 | 5 |
| Dec 21 | @aryanlabde | 6.8K views, 81 likes | 112 | 7 |
| Jan 5 | @buildinpublic | 17K views, 214 likes | 77 | 3 |
| Jan 5 | @upen946 | 17K views, 246 likes | 81 | 5 |
Conversion Funnel
7,847 impressions
↓ (2.5% clicked)
196 link clicks
↓ (150% - some came back/other sources)
294 website visitors
↓ (2.7% signed up)
8 waitlist signups
Overall conversion: 0.1% (impressions to signup)
What Actually Drove Results
Top 5 replies by link clicks:
| Rank | Original Poster | Link Clicks | CTR |
|---|---|---|---|
| 1 | @shiri_shh | 99 | 6.4% |
| 2 | @alexcooldev | 55 | 2.1% |
| 3 | @aryanlabde | 7 | 6.3% |
| 4 | @robert_shaw_x | 5 | 2.5% |
| 5 | @upen946 | 5 | 6.2% |
The Original Posters Who Gave Me Reach
| Account | Their Post's Reach | My Impressions |
|---|---|---|
| @alexcooldev | 142K views | 2,615 |
| @shiri_shh | 54K views | 1,555 |
| @AdityaShips | 42K views | 193 |
| @robert_shaw_x | 27K views | 200 |
| @buildinpublic | 17K views | 77 |
| @1Umairshaikh | 17K views | 52 |
| @upen946 | 17K views | 81 |
| @mdnlabs | 11K views | 17 |
| @aryanlabde | 6.8K views | 112 |
| @Tobby_scraper | 5.8K views | 29 |
| @SDinesh91 | 230 views | 48 |
Takeaway: OP's reach matters, but it's not everything. @aryanlabde had small reach but I got decent impressions. @AdityaShips had 42K views but I only got 193. It's random.
What I Used (Same Reply Every Time)
My standard reply:
"I'm working on commentsignal.com. Its about finding buyers/leads in YouTube comments, automatically."
Plus the link card preview from my site.
I didn't try to personalize. I didn't engage with the OP first. I just dropped my pitch.
Maybe that hurt me. Maybe it didn't matter. I don't know.
The Brutal Honest Math
If you're hoping for customers:
- 35 replies → 8 signups
- If 10% of signups convert to paid → 0.8 customers
- At $10/month → $8 revenue
Not great.
But if you're hoping for awareness while building in public:
- 7,847 people saw my product name
- 294 visited my site
- Some might remember me later
Maybe worth it? I don't know.
Is This Twitter Growth Strategy Worth It?
It might be worth it if:
- You have zero audience (like me)
- You can do it in 2 minutes while your code compiles
- You treat it as a bonus, not your main twitter growth strategy
- You're okay with 90% of your replies getting <50 impressions
- You just want SOME eyeballs on your product while building in public
It's probably NOT worth it if:
- You're expecting consistent results
- You're spending dedicated time hunting for threads
- You'd rather use that time to write a blog post or make a video
- You get discouraged easily (most replies will flop)
What I'll Do Differently
- Only target accounts with 20K+ views on the post - not followers, actual post reach
- Reply within the first hour - early replies seem to get more visibility
- Spend max 5 min/day on this - not a real growth channel
The Build in Public Reality Check
I see tweets like "I got 50 signups from one reply!"
Maybe they did. But here's what they're not showing you:
- The 30 other replies that got 12 impressions
- The survivorship bias
- Their existing follower count boosting their reply visibility
For us beginner indie devs building in public with small audiences?
It's a lottery ticket, not a strategy.
I'll keep buying lottery tickets (takes 2 minutes). But I'm not counting on winning.
My Full Analytics Screenshots
Vercel Analytics (30 days):
- 294 visitors
- 327 page views
- 91% bounce rate
YouTube Demo Video:
- 40 views
- 100% retention (small sample size)
- 1 like
Waitlist:
- 8 signups
- First signup: Dec 20 (day 1)
- Most recent: Jan 10
Twitter Marketing Case Study: Final Verdict
Was this build in public experiment worth it?
| Question | Answer |
|---|---|
| For learning? | Yes |
| For growth? | Barely |
| For my sanity? | Questionable |
Will I keep doing it? Yes, but only casually. 5 minutes a day max while I focus on building the actual product.
If you're a beginner indie dev like me, I hope this twitter marketing case study helps you decide whether to spend your limited time on reply marketing as a twitter growth strategy.
The answer is probably: do it, but don't expect much.
I'm building in public with CommentSignal - it finds buyers in YouTube comments so you don't have to scroll through thousands of comments manually. Would love your feedback @rakeshreddy