CRITICAL BOOSTER SEO & IMAGE OPTIMIZER | $555K/mo revenue | 333 unresolved complaints CRITICAL Avada AI SEO Image Optimizer | $496K/mo revenue | 204 unresolved complaints CRITICAL Loox ‑ Visual Product Reviews | $318K/mo revenue | 377 unresolved complaints CRITICAL Omnisend Email Marketing & SMS | $157K/mo revenue | 308 unresolved complaints CRITICAL Klaviyo: Email Marketing & SMS | $129K/mo revenue | 361 unresolved complaints GAP DETECTED BOGOS: Free Gift Bundle Upsell | $326K/mo revenue | 133 unresolved complaints GAP DETECTED GemPages Landing Page Builder | $326K/mo revenue | 144 unresolved complaints GAP DETECTED UpPromote Affiliate Marketing | $311K/mo revenue | 148 unresolved complaints OPPORTUNITY DSers‑AliExpress Dropshipping | $366K/mo revenue | 128 unresolved complaints OPPORTUNITY PageFly Landing Page Builder | $349K/mo revenue | 293 unresolved complaints UNMET DEMAND EComposer Landing Page Builder | $219K/mo revenue | 97 unresolved complaints UNMET DEMAND Growave: Loyalty & Wishlist | $200K/mo revenue | 76 unresolved complaints CRITICAL BOOSTER SEO & IMAGE OPTIMIZER | $555K/mo revenue | 333 unresolved complaints CRITICAL Avada AI SEO Image Optimizer | $496K/mo revenue | 204 unresolved complaints CRITICAL Loox ‑ Visual Product Reviews | $318K/mo revenue | 377 unresolved complaints CRITICAL Omnisend Email Marketing & SMS | $157K/mo revenue | 308 unresolved complaints CRITICAL Klaviyo: Email Marketing & SMS | $129K/mo revenue | 361 unresolved complaints GAP DETECTED BOGOS: Free Gift Bundle Upsell | $326K/mo revenue | 133 unresolved complaints GAP DETECTED GemPages Landing Page Builder | $326K/mo revenue | 144 unresolved complaints GAP DETECTED UpPromote Affiliate Marketing | $311K/mo revenue | 148 unresolved complaints OPPORTUNITY DSers‑AliExpress Dropshipping | $366K/mo revenue | 128 unresolved complaints OPPORTUNITY PageFly Landing Page Builder | $349K/mo revenue | 293 unresolved complaints UNMET DEMAND EComposer Landing Page Builder | $219K/mo revenue | 97 unresolved complaints UNMET DEMAND Growave: Loyalty & Wishlist | $200K/mo revenue | 76 unresolved complaints

Market Intelligence for Developers

Know what the market
actually needs.

What brings you here?

Both? Start with either — it's the same data, different lens.

30,123 Signals Collected
8 Data Sources
348 Apps Tracked
30 Pain Points
610 Cross-Validated

Detected Opportunities

What the agent found.

6.0/10 CROSS-VALIDATED

SMS sender ID approval process takes months with excessive documentation require

"We already subscribed for premium plan for 5 months and we did not get approved for sms SENDER ID .. Customer service no..."
Cross-Validated (Shopify + Reddit)
Pain Velocity: Accelerating
2 evidences (1 Shopify, 1 Reddit)
Agent's Spec Proposal

"SMS notification service with streamlined sender ID verification process"

5.5/10 CROSS-VALIDATED

Product options app has bugs and instability when used with Shopify POS

"La aplicación es buena para la parte de venta online, pero no tiene una verdadera compatibilidad con el POS, tiene bugs ..."
Cross-Validated (Shopify + Reddit)
$ $64,240/mo market
Pain Velocity: Accelerating
2 evidences (1 Shopify, 1 Reddit)
Agent's Spec Proposal

"Product options app with full Shopify POS compatibility and offline support"

5.0/10 CROSS-VALIDATED

Cannot edit WhatsApp message template for order verification

"Usless app, canno't edit whatsapp template"
Cross-Validated (Shopify + Reddit)
$ $3,564/mo market
Pain Velocity: Accelerating
2 evidences (1 Shopify, 1 Reddit)
Agent's Spec Proposal

"Order verification app with fully customizable WhatsApp and SMS templates"

More opportunities
5.0/10 CV 40% of orders show as pending with courier listed as N/A despite having tra
5.0/10 CV Review stars only display on product page, not on collection, homepage or p
See All 30 Opportunities →

How it works

From raw complaints to validated opportunities.

01

Collect

Scrape real complaints at scale

0 Shopify reviews
0 Reddit posts
0 GitHub issues
0 HN discussions
2,725 app metadata
02

Classify

AI detects actionable pain points

LLM classifies each review
Extracts: problem, category, opportunity
Cross-validates across 8 sources
03

Score & Rank

Market intelligence scoring

Revenue estimation per app
Pain velocity tracking
5-signal severity scoring (0-10)
30,123 raw signals
30 pain points
610 cross-validated

Transparent Scoring

How we rank pain points.

No black box. Every pain point gets a 0-10 severity score based on five measurable signals.

SEVERITY SCORE
S = Evol (0-3) + Cval (0-2) + Vpain (0-2) + D (0-2) + Mmrr (0-1)
max = 10.0
0-3 pts
Evol
Evidence Volume
How many reviews & posts mention this problem
0-2 pts
Cval
Cross-Validation
Confirmed in both Shopify reviews AND Reddit
0-2 pts
Vpain
Pain Velocity
Is the complaint rate accelerating or declining?
0-2 pts
D
Demand Score
Reddit upvotes, comments, "take my money" signals
0-1 pts
Mmrr
Market Revenue
Estimated MRR of competing apps

Data scale: 0 reviews across 348 apps → 30 actionable pain points

One dataset, two superpowers

Same market intelligence. Your goal decides how to use it.

Building a product?
  • Find validated pain points
    Real complaints from real users — not hypothetical problems
  • See competitor revenue estimates
    Know how much money is already flowing to broken solutions
  • Track pain velocity
    Problems getting worse = growing market opportunity
Preparing for a career?
  • Build portfolio projects that matter
    Solve real market problems instead of another todo app
  • Learn in-demand tech stacks
    See what tools and frameworks companies actually need help with
  • Talk market at interviews
    Show domain knowledge that most candidates don’t have

Pricing

Start free. Upgrade when you need depth.

Free
$0 /month
  • Dashboard preview (blurred)
  • Revenue Gap ticker
  • Landing page insights
Sign Up Free
Starter
$19 /month

Job Seekers & Indie Builders

  • Top 30 sweet spot opportunities
  • 14 cross-validated details
  • 3 PDF spec reports/month
  • Weekly data refresh
Pro
$49 /month

Startups & Professional Teams

  • All 160+ pain points & raw data
  • Revenue Gap ticker & analysis
  • Unlimited AI specs & interviews
  • Daily data updates + API
For Job Seekers

Put 610 cross-validated market gaps in your portfolio — not another to-do list.

When every candidate shows the same CRUD app, you show a solution to a problem 0 users are screaming about. That's the difference.

For Builders

Build on 0 users' frustration, not hypotheses. That's the most reliable revenue model.

Every complaint in this dataset is a customer willing to pay for a better solution. We just told you where the money is leaking.

The market is already talking.
Are you listening?

0 reviews. 348 apps. 610 cross-validated opportunities.

Open Dashboard — Free