Live System Demo

See the AI pipeline in action with real examples of briefs, generated articles, and workflow automation.

🔄 Workflow Overview

Here's how a topic moves through the entire pipeline:

1

Topic Discovery

System finds "Android 15 privacy features" trending across multiple sources

2

Clustering & Analysis

Related topics clustered together, search gap identified

3

Brief Generation

Structured brief created with outline, keywords, and sources

4

Human Approval

Editor reviews GitHub Issue and adds "approved" label

5

Article Generation

AI expands brief into full 2,500-word comprehensive guide

6

Quality Control

Fact-checking, SEO optimization, and schema markup added

7

Publishing

Pull request created in main site repository for final review

📝 Sample Brief Output

Example of a generated brief posted as a GitHub Issue:

{
  "slug": "android-15-privacy-guide-2025",
  "pillar": "mobile-privacy",
  "title": "Complete Android 15 Privacy Guide: New Features & Settings",
  "primary_keyword": "android 15 privacy",
  "secondary_keywords": [
    "android privacy settings",
    "google privacy controls",
    "android 15 security features"
  ],
  "search_intent": "howto",
  "search_gap": "No comprehensive guide covering all Android 15 privacy features in one place",
  "outline": [
    {
      "section": "Introduction",
      "summary": "Overview of Android 15 privacy improvements and why they matter"
    },
    {
      "section": "New Privacy Features",
      "summary": "Detailed walkthrough of enhanced app permissions, data controls"
    },
    {
      "section": "Step-by-Step Setup",
      "summary": "How to configure optimal privacy settings for daily use"
    },
    {
      "section": "Advanced Tips",
      "summary": "Power user features and hidden privacy settings"
    },
    {
      "section": "Troubleshooting",
      "summary": "Common issues and solutions when enabling privacy features"
    }
  ],
  "sources_hint": [
    "developer.android.com",
    "support.google.com",
    "android.googlesource.com"
  ],
  "estimated_length": 2500,
  "difficulty": "beginner",
  "seo_score": 85,
  "competition_level": "medium"
}

✍️ Generated Article Sample

Here's what the expanded article looks like (abbreviated for demo):

Complete Android 15 Privacy Guide: New Features & Settings

🔑 Key Takeaways

  • Android 15 introduces enhanced app permission controls with granular settings
  • New data minimization features reduce background app access to personal information
  • Privacy Dashboard now shows real-time data usage by apps and services
  • Setup takes 10-15 minutes and significantly improves your privacy posture

Introduction

Android 15 brings the most comprehensive privacy overhaul in the platform's history. With growing concerns about data collection and surveillance, Google has responded with features that put users back in control of their personal information.

This guide walks you through every new privacy feature, shows you how to configure optimal settings, and explains what each option actually does for your privacy. Whether you're a privacy newcomer or a security expert, you'll find actionable steps to protect your data.

New Privacy Features

Enhanced App Permissions

Android 15 replaces the basic "Allow/Deny" permission system with granular controls:

  • Temporal Permissions: Apps can access location only during active use
  • Data Type Restrictions: Limit camera access to specific resolution or recording length
  • Background Activity Monitoring: See exactly when apps access sensitive data
Privacy Dashboard 2.0

The new Privacy Dashboard provides unprecedented visibility into data usage:

  • Real-time notifications when apps access sensitive data
  • Historical timeline showing all privacy-related activities
  • Aggregated statistics on data sharing patterns

Step-by-Step Setup

Step 1: Access Privacy Settings
  1. Open Settings app on your Android 15 device
  2. Tap Privacy & Security
  3. Select Privacy Dashboard to see current data usage
Step 2: Configure App Permissions
  1. In Privacy settings, tap Permission Manager
  2. Review each permission category (Camera, Location, Microphone)
  3. For each app, choose from:
    • Allow: Full access (use sparingly)
    • Allow only while using app: Recommended for most apps
    • Ask every time: Maximum control
    • Don't allow: Complete blocking
⚠️ Pro Tip

Start with "Ask every time" for sensitive permissions like location and camera. You can always change to "Allow while using" for apps you trust after seeing their usage patterns.

Frequently Asked Questions

Will these settings break apps I use daily?

Most apps continue working normally with privacy-focused settings. Apps may ask for permissions more frequently initially, but this decreases as you establish trusted patterns.

How much battery life do these privacy features use?

Privacy monitoring uses less than 2% additional battery in typical usage. The Privacy Dashboard background service is highly optimized for minimal resource consumption.

Can I export my privacy data for analysis?

Yes, Android 15 includes a privacy data export feature under Settings > Privacy & Security > Data Export. You can generate reports in CSV or JSON format.

Sources: developer.android.com, support.google.com

🔍 Fact-Checking Results

Example of the automated fact-checking process:

FACT-CHECK REPORT: android-15-privacy-guide-2025 Generated: 2025-10-17 14:30:22 UTC ✅ VERIFIED CLAIMS (8): - "Android 15 introduces enhanced app permission controls" Source: developer.android.com/about/versions/15/features Confidence: 95% - "Privacy Dashboard shows real-time data usage" Source: support.google.com/android/answer/12159374 Confidence: 92% ⚠️ FLAGGED FOR REVIEW (2): - "Privacy monitoring uses less than 2% additional battery" Status: No specific metric found in documentation Action: Added HTML comment for human verification - "Data export available in CSV or JSON format" Status: JSON format confirmed, CSV format unverified Action: Flagged for manual confirmation ❌ CONTRADICTED (0): - No claims contradict authoritative sources OVERALL SCORE: 88% verified content RECOMMENDATION: Ready for human review with 2 minor clarifications needed

📊 SEO Optimization Output

Automated SEO metadata and schema markup generation:

SEO OPTIMIZATION RESULTS: META TAGS: Title: Complete Android 15 Privacy Guide: New Features & Settings (59 chars) Description: Step-by-step guide to configure Android 15 privacy settings, including new app permissions, Privacy Dashboard, and data controls. (154 chars) KEYWORDS: Primary: android 15 privacy (Volume: 8,100/month, Difficulty: 45/100) Secondary: android privacy settings, google privacy controls SCHEMA MARKUP: Type: HowTo Sections: 5 main steps identified Estimated Time: PT15M (15 minutes) Supply: Android 15 device Image: Generated alt text and structured data INTERNAL LINKS: - Link to "Android Privacy Settings" (existing article) - Link to "Google Account Privacy Controls" (existing article) - Link to "Mobile Security Checklist" (related content) READABILITY: Flesch Reading Ease: 67 (Good - target range 55-75) Average sentences per paragraph: 2.3 Grade level: 8th grade (appropriate for general audience) LIGHTHOUSE PREDICTIONS: SEO Score: 94/100 Accessibility: 96/100 Performance: 89/100 (estimated)

📈 Analytics Integration

How the system tracks performance and suggests improvements:

📊 Performance Metrics

Article: android-15-privacy-guide-2025 30-day performance: Page Views: 3,247 Unique Visitors: 2,891 Avg Time on Page: 4:23 Bounce Rate: 34% Search Impressions: 18,392 Click-through Rate: 4.2% Social Shares: 89 STATUS: ✅ Exceeds all thresholds

🎯 Optimization Suggestions

AI RECOMMENDATIONS: 1. EXPAND OPPORTUNITY - High engagement (4:23 avg time) - Low bounce rate (34%) - Suggest: Add "Advanced Settings" section 2. SEO IMPROVEMENTS - Ranking #8 for "android privacy guide" - Opportunity: Add FAQ section for voice search - Add table of contents for better navigation 3. UPDATE TRIGGER - Android 15.1 released (new features) - Schedule: Add new section on quarterly update

⚙️ System Configuration

Live configuration showing how the system is customized for privacy content:

# Current System Configuration CONTENT SOURCES: ✅ EFF RSS Feed (18 new items/day avg) ✅ Mozilla Blog (4 new items/day avg) ✅ Proton Blog (2 new items/day avg) ✅ r/privacy Reddit (monitoring top posts) ✅ Google Trends (privacy categories) QUALITY THRESHOLDS: - Min word count: 1,200 words - Reading ease: 55-75 (current avg: 68) - Min internal links: 2 (current avg: 3.4) - Lighthouse SEO: ≥90 (current avg: 94) - Fact-check confidence: ≥80% (current avg: 88%) APPROVAL METRICS (last 30 days): - Briefs generated: 47 - Briefs approved: 23 (49% approval rate) - Articles published: 19 (4 pending review) - Avg time to approval: 18 hours - Human review time per brief: 3.2 minutes COST TRACKING: - API usage (OpenAI): $34.50/month - GitHub Actions: $0 (within free tier) - Cloudflare R2: $4.20/month - Total monthly cost: $38.70 - Cost per published article: ~$2.04

Try It Yourself

Ready to implement this system for your own content pipeline?

Clone Repository Setup Guide Learn More