Technical Implementation

Deep dive into the architecture, algorithms, and integrations that power the Reddit GTM Map

Key Features

🔍 Smart Search & Analysis
  • • Keyword-based subreddit discovery
  • • Intelligent sorting by metrics
  • • Dual API approach for reliability
  • • Smart caching system
📊 Advanced Analytics
  • • Difficulty scoring algorithm
  • • Engagement metrics calculation
  • • Posting requirements detection
  • • Content type support analysis
💡 Intelligent Features
  • • Automated rule parsing
  • • Multi-factor difficulty scoring
  • • Karma & account age requirements
  • • Self-promotion policy analysis
📈 Export & Lead Gen
  • • CSV and JSON export formats
  • • Email delivery integration
  • • Lead capture system
  • • Professional email templates
Architecture & Technology Stack

Core Architecture

Next.js 15TypeScriptApp RouterTailwind CSSTurbopack

Key Components

  • • Main search interface with real-time results
  • • Subreddit analysis cards with metrics
  • • Export modal with email capture
  • • Educational sidebar with best practices

Integration & APIs

Reddit APIPostmarkOAuthWeb Scraping

Smart Algorithms

  • • Difficulty scoring with multiple factors
  • • Rule parsing with NLP techniques
  • • Activity-based engagement scoring
  • • Intelligent caching strategies
Algorithm Deep Dive

Difficulty Scoring Algorithm

Our proprietary difficulty scoring combines multiple factors to determine how challenging it is to successfully post in each subreddit:

difficultyScore = (
  karmaWeight * normalizedKarma +
  ageWeight * normalizedAge +
  rulesWeight * ruleComplexity +
  approvalWeight * approvalRequired +
  selfPromoWeight * selfPromoRestriction
) / totalWeights

Engagement Score Calculation

Engagement is calculated based on active users, growth rate, and posting frequency:

  • • Active user ratio (active/subscribers)
  • • Growth velocity over past 30 days
  • • Average posts per day
  • • Comment-to-post ratio
Impact & Performance
2000+

Subreddits Analyzed

95%

Rule Detection Accuracy

<5min

Average Research Time

Problem Solved: Manual Reddit research for GTM takes hours or days. Our tool reduces this to minutes while providing more comprehensive data and insights than manual research could achieve.

API Endpoints
POST/api/reddit/search

Search for subreddits and analyze their metrics

{ "keyword": "string", "sortBy": "subscribers" | "activity" | "strictness", "limit": number }
GET/api/reddit/search

Health check endpoint for service status

🗳️ Vote for Future Features

Help us prioritize what to build next! Vote for features you want most.

📈

Historical trend analysis

Track subreddit growth and engagement over time

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votes
🔍

Competitor tracking in subreddits

Monitor what your competitors are posting and where

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😊

Sentiment analysis of communities

Understand community mood and receptiveness

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Automated posting scheduler

Schedule posts for optimal timing

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votes
🔧

Browser extension for Reddit

Get insights directly while browsing Reddit

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votes
💬

Discord & Slack community analysis

Expand beyond Reddit to other communities

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votes
🤖

AI-powered content suggestions

Get AI help for creating engaging posts

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votes
👥

Team collaboration features

Share research and coordinate with your team

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votes

🚀 Your votes count! Features with the most votes get priority in our development roadmap. All votes are stored locally and persist across visits.