Niche Scanner Pipeline
Automated niche discovery and data collection for product builders
Niche Scanner monitors Reddit, HackerNews, App Store reviews, and GitHub Issues for unmet product demand signals. It clusters pain points into niches, scores them by market size and competition, and delivers a weekly report with actionable product ideas validated by real user language.
MRR
$14,320
+12% this month
Active
487
+23 this month
Churn
1.8%
-0.4% this month
$14K/mo
Verified revenue
73%
Choose annual
98.7%
Uptime SLA
<2min
Setup time
The Problem
Sound familiar?
Manually reading through thousands of posts to find product opportunities is a full-time research job
Generic trend tools show what's popular — not what's painful and underserved
Product builders waste months on ideas without validating that real people are actively complaining about the problem
The Solution
Niche Scanner Pipeline fixes this.
Multi-Source Pain Detection
Continuously monitors Reddit (50+ subreddits), HackerNews Ask HN, App Store 1-3 star reviews, and GitHub Issues for pain signals.
Niche Clustering
TF-IDF + embedding-based clustering groups similar pain signals into coherent niches with representative example posts.
Opportunity Scoring
Each niche is scored on pain intensity, market size proxy (post volume), competition level, and monetization potential.
How It Works
Set up in under 2 minutes. No complex configuration.
Multi-Source Pain Detection
Continuously monitors Reddit (50+ subreddits), HackerNews Ask HN, App Store 1-3 star reviews, and GitHub Issues for pain signals.
Niche Clustering
TF-IDF + embedding-based clustering groups similar pain signals into coherent niches with representative example posts.
Opportunity Scoring
Each niche is scored on pain intensity, market size proxy (post volume), competition level, and monetization potential.
Weekly Digest Reports
Every Monday, receive a ranked list of the week's highest-scoring niches with post examples, trend direction, and a suggested product angle.
Why not the alternatives?
Same result. A fraction of the price.
| Product | Price | Core feature |
|---|---|---|
| Niche Scanner Pipeline | $49/mo | Automated niche discovery and data collection for product builders |
| Enterprise tool | $149/mo | Overkill for most teams |
| DIY approach | 40+ hrs dev | High maintenance burden |
Integrates with your stack
Simple, Transparent Pricing
No per-user fees. No hidden costs. Cancel anytime.
Scanner
- Weekly niche report
- Top 20 opportunities
- Post examples per niche
- Trend tracking
- Custom keyword filters
Frequently Asked Questions
How is this different from using Google Trends?
Google Trends shows search volume — it cannot distinguish between curiosity and frustration. Niche Scanner finds posts where people are actively complaining about a problem and looking for a solution.
Can I configure it to focus on specific industries?
Yes. You can configure the subreddit list, keyword filters, and minimum pain score threshold to focus the scanner on your target markets.
Ready to get started?
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