What Actually Works: Pattern Analysis
Data from 3,547 startup case studies. 779 have self-reported MRR data. Which growth channels, pricing models, and categories correlate with the highest revenue — and which ones don't.
Highest-Revenue Growth Channels
Ranked by average MRR of companies using each channel.
Lowest-Revenue Growth Channels
Channels that correlate with the lowest average MRR. Not necessarily bad — but the data says these alone aren't enough.
Channels by $50k+ MRR Hit Rate
Among companies with MRR data, what percentage reached $50k+? This filters out outlier averages and shows which channels most reliably scale.
Pricing Model vs Revenue
How pricing strategy correlates with MRR.
Category vs Revenue
Average MRR by business category.
Key Takeaways
Enterprise Direct Sales leads in revenue
Enterprise Direct Sales has the highest average MRR at $1.1M across 110 companies with revenue data. The lowest is Product Hunt Launch at $42k.
Enterprise Direct Sales has the best $50k+ hit rate
78% of Enterprise Direct Sales-driven companies with MRR data reached $50k+/month — the highest rate of any channel (86 of 110 companies).
Product Hunt Launch correlates with lowest MRR
Companies using Product Hunt Launch as their primary channel average $42k/month — the lowest across all channels with sufficient data (19 companies).
One-time pricing wins on revenue
Among pricing models, one-time has the highest average MRR at $689k across 20 companies.
Deep Dive by Segment
Explore how specific growth channels perform within each startup category. Each page shows revenue data, tactics, and case studies for that exact combination.
Where Do Winning Ideas Come From?
"Scratch your own itch" vs "find a market gap" — which approach leads to the most revenue? Data from 3,547 founders.
See idea origin analysis →Methodology
This analysis is based on 3,547 case studies collected daily from multiple sources: Nathan Latka Podcast (1,364), How I Built This (416), The SaaS Podcast (313), My First Million (287), Failory (235), Tropical MBA (223), SaaStr Podcast (212), Indie Hackers Podcast (190), Startups For the Rest of Us (134), Lennys Podcast (109), The Bootstrapped Founder (56), and Indie Hackers (8).
Structured data (revenue, growth channel, pricing model, idea origin) is extracted from each case study using Claude AI. To prevent hallucinated numbers, the extraction prompt requires the model to quote the original text before outputting any numeric value — if no supporting quote exists, the field is set to null rather than guessed. All citations are stored alongside the data for auditability.
779 companies have self-reported MRR data. Averages are computed only from companies with reported revenue. "Hit rate" measures the percentage of MRR-reporting companies that reached $50k+/month. Data updates daily via automated pipeline.