Distribution Lab

Real Distribution Experiments, Real Data, Zero BS

We're documenting every strategy, failure, and pivot in building FINDERR's distribution from absolute zero. Raw numbers. Honest analysis. No survivorship bias.

4 Strategies Tested
81 Posts Analyzed
-5 Net Followers
100% Transparent

Why This Exists

Every "how I got my first 1,000 users" post comes from someone who already had an audience. The 0-to-1 path is the blind spot in the entire indie builder ecosystem. We have the receipts for what that path actually looks like.

FINDERR is a phone recovery app on Google Play. We started with 26 Twitter followers (mostly bots), zero on every other platform, and a $0 marketing budget. This is the documentation of what happened next.

Experiment Reports

Each report covers one strategy iteration with full data and analysis

Report #1
📢

We Posted 81 Times Across 3 Platforms and Lost 5 Followers

A data-driven post-mortem of our beta launch campaign. 81 posts, 3 platforms, 15 days, -5 followers, 0 signups. Every number exposed. Every mistake documented. The structural reasons broadcast marketing fails at zero.

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Report #2
🤖

I Automated My Marketing. It Delivered Content to Nobody.

40 hours building the automation stack. Native APIs, cron jobs, rate limiting. Then AI-generated copy on top. 81 posts. 361 impressions. 0 signups. AI didn't solve the distribution problem. It made it faster to confirm I had one.

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Coming April
🌏

The Sovereign Pivot: Stop Chasing, Start Pulling

After 4 strategy iterations, we abandoned engagement entirely. Content Gravity, Product Virality, and Aligned Presence. The pivot from chasing audiences to creating gravitational pull.

Coming May
🚀

The Product Hunt Experiment: Real-Time Launch Documentation

The culmination. Everything we learned applied to a Product Hunt launch. Documented in real-time as it happens. Did the Distribution Lab thesis actually work?

What Makes This Different

Most distribution advice comes from people who already had audiences

📈

Real Numbers

Every metric exposed. Impressions, follower counts, error rates, API responses. No vanity metrics, no rounding up.

🔍

From Actual Zero

We started with 26 followers and $0. Not "zero" meaning 5K followers. Actual zero. The cold-start problem documented from the cold start.

🛠

Custom Tooling

We built our own automation, analytics, and engagement systems. The tooling details are part of the story, not hidden behind a paywall.

💡

Failure as Data

Survivorship bias kills learning. Our failures are the most valuable data points. If it didn't work, you'll know exactly why.

Follow the Experiment

New reports publish monthly through Product Hunt launch (~May 2026). Each one documents a complete strategy iteration with full data.