Market Themes
13
Clustered opportunity sectors
Cross-Validated
675
Confirmed across multiple sources
Est. Revenue Gap
$731K
Revenue at risk from complaints
Raw Signals
35,386
From 8 sources
How we calculate these numbers
TL;DR
Severity = how painful + how fast it's growing + how validated across sources
Revenue Gap = money leaking from broken apps (conservative floor estimate)
Cross-validation = same problem confirmed in both Shopify reviews & Reddit
Revenue Gap = money leaking from broken apps (conservative floor estimate)
Cross-validation = same problem confirmed in both Shopify reviews & Reddit
Revenue Gap Estimation
Est. Installs = Reviews × 67
(1-2% of users leave reviews)
Paid Users = Installs × 5%
(industry avg. free-to-paid)
MRR = Paid Users × Lowest Plan Price
(1-2% of users leave reviews)
Paid Users = Installs × 5%
(industry avg. free-to-paid)
MRR = Paid Users × Lowest Plan Price
Conservative floor estimate. Actual MRR is likely higher.
Severity Score (0-10)
| Evidence volume | 0-3 pts |
| Cross-validation bonus | 0-2 pts |
| Pain velocity (acceleration) | 0-2 pts |
| Reddit demand signal | 0-2 pts |
| Market MRR signal | 0-1 pt |
Cross-Validation Method
Pain points found in both Shopify reviews and Reddit posts.
Matching requires ≥2 shared keywords (stop-words removed, 3+ char tokens).
Cross-validated signals receive a +2 severity bonus.
Pain Velocity
Ratio of recent (3-month) to older complaint rates.
>1.3 = Accelerating 0.7-1.3 = Stable <0.7 = Decelerating
>1.3 = Accelerating 0.7-1.3 = Stable <0.7 = Decelerating
0 Shopify reviews
0 Reddit posts
0 GitHub issues
0 HN discussions
365 apps tracked
675 cross-validated
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