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PAA Explorer - Preview Mode

See how we cluster People Also Ask questions with real example data

🔍 Preview Mode — Example data from "content marketing" analysis

🧭 VOID Loop Breakdown

This app was built following our transparent methodology:

V - Vision

"PAA questions cluster by intent and drift seasonally"

O - Objective

Scrape PAA + cluster with embeddings + track trends

I - Implementation

Python + Playwright + OpenAI + K-means clustering

D - Deep Dive

Found 5 distinct intent clusters, 23% seasonal drift

📊 Example Analysis Results

Query: "content marketing" • Date: October 2024 • 47 PAA questions found

🎯 Discovered Clusters

Cluster Intent Questions Trend Opportunity
Strategy Planning & approach 12 questions ↗ +15% High - growing interest
Tools Software & platforms 8 questions ↗ +8% Medium - stable demand
Metrics Measurement & ROI 11 questions ↗ +22% High - hot topic
Examples Case studies & samples 9 questions ↘ -5% Low - declining
Beginner Getting started 7 questions ↗ +12% Medium - evergreen

💡 Key Insights

  • Metrics cluster shows highest growth (+22%) — create ROI-focused content
  • Strategy questions dominate (12 questions) — comprehensive guide opportunity
  • Examples cluster declining (-5%) — market saturation, pivot to case studies
  • Seasonal pattern: Q4 spike in strategy + metrics questions

❓ Sample Questions by Cluster

Strategy Cluster

  • "How to create a content marketing strategy?"
  • "What is content marketing strategy?"
  • "How to plan content marketing campaigns?"
  • "Content marketing strategy examples?"

Metrics Cluster

  • "How to measure content marketing ROI?"
  • "Content marketing metrics to track?"
  • "How to calculate content marketing success?"
  • "Content marketing KPIs dashboard?"

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