Don't guess what to build.
Mine it from user reviews.

NeedRadar uses AI to analyze 100,000+ app reviews and tells you exactly what features your users want most — ranked by impact, backed by data.

No credit card. No spam. Early-bird pricing locked for waitlist members.

0 on waitlist
48,200 reviews analyzed
8+ app stores covered

Coverage across global app stores

App StoreGoogle PlayHuaweiXiaomivivoOPPOCoolapkTapTap
needradar.ai/analyze/notion
User Pain Points
01
Offline mode doesn't work
2,341 mentions · ↑47% this month
02
Mobile editing is painful
1,892 mentions · No improvement
03
Database views load slowly
1,456 mentions · Long-standing issue
Feature Opportunities
A+
Native offline editing + sync
18% reviews · Zero competitors · 3.4M users
A
Mobile markdown editor
14% reviews · Obsidian partially solves
B+
AI writing assistant
8% reviews · Rising trend · Competitors moving
⚡ AI Insight:"Offline mode" is the #1 unmet need — 47% monthly growth, zero competitors address it. Priority: P0
What You Get

Stop spending weeks reading reviews.
Get answers in minutes.

NeedRadar doesn't just analyze — it tells you exactly what to do next.

01

Know the #1 feature your users want

Not "users are unhappy" — but "3,400 users want offline mode, and it's growing 47% month over month." Real numbers. Real urgency.

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02

Discover blue-ocean opportunities

Analyze an entire category (not just one app) and see which user needs are completely unmet across all competitors. Find gaps before others do.

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03

Validate your startup idea in 2 minutes

"I want to build an AI writing app" → We analyze every competitor's reviews and tell you if real demand exists or if it's a red ocean.

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04

Get ROI-backed feature priorities

Each feature request gets a score: frequency × severity × user value × competitor gap. Your whole team aligns on what to build first.

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Built For

Whether you build, invest,
or plan your next move

📱

Product Managers

"What feature should we build next?" — answered with data, not gut feeling.

🚀

Founders

Validate demand before writing a single line of code. Know if your idea has a real market gap.

💰

Investors

Due diligence in minutes: see what users really think about a target app, beyond curated metrics.

📈

ASO Marketers

Find the exact words users use to describe their problems — optimize keywords and descriptions.

How It Works

Four steps from
reviews to roadmap

01

Collect

Auto-ingest reviews from App Store, Google Play, Huawei, Xiaomi, and 5+ more stores.

02

Understand

LLM reads every review with deep semantic understanding of pain, need, and intent.

03

Cluster & Rank

AI groups similar pains, measures frequency × severity × user value, ranks by ROI.

04

Decide

"Build offline editing — A+ ROI, 3.4M users, zero competitors." Decisions, not dashboards.

Pricing

Lock in early-bird rates
before launch

Waitlist members get 50% off forever. Once we launch, these prices go up.

Free
$0/mo
Try it out
  • ✓ 3 app analyses / month
  • ✓ Top 5 pain points report
  • ✓ Sentiment breakdown
  • ✓ App Store + Google Play
Join Waitlist
Most Popular
Pro — Early Bird
$29/mo
$59/mo after launch
  • ✓ Unlimited analyses
  • ✓ Category demand heatmap
  • ✓ AI feature priority ranking
  • ✓ Competitor gap analysis
  • ✓ China market data
  • ✓ Startup validator
  • ✓ Continuous monitoring + alerts
Join Waitlist → Lock $29/mo
Enterprise — Early Bird
$99/mo
$199/mo after launch
  • ✓ Everything in Pro
  • ✓ API access (unlimited)
  • ✓ Investment due diligence reports
  • ✓ Team seats (5 included)
  • ✓ Custom dimensions
  • ✓ Dedicated support
Join Waitlist
⏳ Early-bird pricing is limited to the first 500 waitlist members. 374 spots remaining.
FAQ

Common questions

What exactly does NeedRadar do?+
How is this different from AppFollow, Appbot, or AppTweak?+
What app stores do you support?+
When will NeedRadar launch?+
Is my email safe? Will you spam me?+
What if I'm not satisfied after launch?+

Your competitors are reading
the same reviews.
Start mining them first.

Join 1,247+ PMs and founders. Lock in early-bird pricing. Get early access.

Free to join · No credit card · Early access + locked pricing