Find out if your idea is worth the next three months

Turn market complaints into a decision — quotes, frequency, and a clear build / pivot / don't-build verdict.

0.1 Method
Report·Inventory sync for Shopify apps

Reviews

847

Clusters

12

Score

64

Pain mapFreq
P-01Bug

Sync fails silently overnight

34%
P-02Ops

No alert when SKU drifts

28%
P-03Data

CSV export truncates variants

19%
P-04Scale

Multi-warehouse lag on peak

15%
Pipelinelive

14:02 Mapped 11 competitors in category

14:04 Collecting G2 negatives…

14:07 847 reviews · clustered 12 pains

Evidence · G2

“Inventory looked fine in the dashboard and was wrong in every channel.”

Writing verdict…

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The standard for validating ideas with evidence

Built for a decision

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Powered by real complaints

Competitors mapped. Negative reviews pulled from G2 and Capterra — not marketing pages.

Designed for speed

Pain clusters with quotes, saturation, risks, and a build / pivot / don’t-build verdict.

Understand the market at a glance

KPI strip, pain frequency, and opportunity size — calm analytics, not a wall of generated prose.

5.0 Pricing

Weekly signal · Jul 13

Pain frequency across collected reviews

Critical

34%

At risk

2 themes

Verdict

Build

Mentions by week

Top opportunities

  • Silent sync failure alertsLarge
  • SKU drift notificationsMedium
  • Reliable multi-warehouse exportMedium
“Our speed is limited. Vantage helped us kill a bad idea in an afternoon.”

Jon K.

Indie hacker · Marketplace

“I stopped arguing with myself in Notion. The quotes made the gap obvious in one sitting.”

Maya R.

Solo founder · B2B SaaS

Built for founders who need evidence before months of work — not another AI essay.

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How a run works

Three stages. Live counters while it runs. Evidence in the report — not a black box.

  1. 01

    Map competitors and pull reviews

    G2 and Capterra negatives only — not marketing pages or AI guesses.

    collect
  2. 02

    Group pains with real quotes

    Frequency, severity, and source under every theme so the report argues with data.

    cluster
  3. 03

    Get a build / pivot / don’t-build verdict

    Market score, risks, and opportunity size — readable in minutes, not another essay.

    decide

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