How MRRScout Works: The Data Behind the Weekly Digest

TL;DR

MRRScout is a weekly intelligence service that finds indie SaaS products quietly growing before they appear on Product Hunt's front page.

We currently track 22,381 newly discovered websites — and the data is already generating some counterintuitive findings.

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The Problem We're Solving

Every week, dozens of small-but-interesting SaaS tools silently go from zero to $2k MRR.
By the time they hit the front page of Product Hunt, the early-adopter advantage is gone.

We wanted to catch them earlier. Much earlier.

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What We Monitor

MRRScout continuously watches for new products across multiple channels: product launch communities, developer platforms, domain activity, and open web signals.

For each site we discover, we run automated checks for:

1. Payment signals — Stripe, Paddle, LemonSqueezy, Gumroad, pricing pages, "Buy Now" patterns
2. Tech stack — identifying the underlying platform (Next.js, Webflow, Shopify, etc.)
3. Category classification — AI Tools, Developer Tools, E-commerce, Education, and more
4. Domain age — when the domain was registered relative to when we found the site
5. Quality filtering — parked pages, GoDaddy landing pages, and placeholder sites are removed

The result is a database of real, early-stage products — not noise.

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What the Data Shows

After indexing 22,381 sites, some clear patterns have emerged:

• 3.5% of sites show payment signals — these are the ones actually charging customers
• Education has the highest monetization rate (18.9%) — nearly 1 in 5 new education sites is already charging
• AI Tools is the largest category (3,938 sites) but only 6.8% monetize — most are free-tier products competing in a crowded space
• The 31–90 day window after domain registration is the peak — 8.4% monetization versus 2.1% for brand-new domains

We publish the full analysis on the blog.

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What Doesn't Make the Cut

We deliberately filter out:

• Sites by companies with significant venture funding
• Big-brand sub-products (anything from Google, Meta, Shopify)
• Sites with zero monetization signal (pure open source with no product wrapper)
• Parked domains and "coming soon" pages with no real content

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The Weekly Digest

Every Monday morning, we surface sites with the strongest early signals — products gaining momentum, not just existing.

Each entry includes:

• Product name + URL
• Category and NicheScore
• Key signals detected (payment, pricing page, tech stack)
• Why it's interesting

Where does MRRScout's data come from? All statistics in our articles come from MRRScout's intelligence platform, which continuously monitors 24,000+ newly launched websites across Reddit, Product Hunt, Hacker News, BetaList, certificate transparency logs, and domain activity feeds. Sites are classified as monetized only when active payment infrastructure is detected — not based on self-reported MRR or founder claims. Data snapshots are timestamped in each article. Full database: mrrscout.com/discover.

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What's Coming

We're still in the data-accumulation phase. Once we have 3 months of site-level history, the growth momentum signal gets much stronger.

Future features:

• Trending categories — which niches are heating up this week
• Breakout alerts — email when a watched site hits 10k monthly visits
• Public dashboard — browse the full site database by category/score

Join the waitlist to get the first weekly digest when we launch.