AI-Powered Analysis
Bring your own API keys. Use local LLMs. Or stay free with pattern matching. ThreadTrak gives you AI classification without monthly fees to us.
100+ Replies. Which Ones Matter?
When a thread gets traction, you can't read every single reply. Questions get buried under “Great post!” comments. Bug reports hide in the noise. Leads slip through.
You need to know:
- Which replies are questions? (Need answers)
- Which are bug reports? (Need fixing)
- Which are praise? (Opportunity to thank)
- Which are complaints? (Need attention)
With ThreadTrak AI:
- Every reply gets classified automatically
- Questions, bugs, praise — labeled at a glance
- Priority scores tell you what to focus on
- Spend time on replies that matter
Smart Classification in Seconds
Stop reading every reply. AI Analysis categorizes and prioritizes responses so you can focus on what matters most.
- 19 intent categories
Questions, bugs, feature requests, praise, criticism — automatically detected and labeled
- Bring your own AI
Free pattern matching, local LM Studio, or your OpenAI key — you choose the provider
- Priority scoring
Each reply gets a priority score based on intent, sentiment, and engagement signals
- No monthly AI fees
Use free pattern matching or pay OpenAI directly — we never charge for AI usage
Your Keys. Your Control. Zero Monthly Fees.
We don't charge for AI. Use your own OpenAI API key and pay OpenAI directly. Prefer local? Connect LM Studio. Want free? Pattern Matching works offline.
Choose Your Analysis Mode
ThreadTrak supports three analysis modes. Pick the one that fits your needs and budget.
Pattern Matching
Built-in regex-based detection that works offline. Detects questions, bugs, praise, complaints, and urgency markers without any external services.
Best for: Quick triage and basic classification
LM Studio
Connect to your local LLM server running Llama, Mistral, or Phi models. Full privacy, no cloud costs, runs on your hardware.
Best for: Privacy-conscious users with decent hardware
Cloud AI (OpenAI)
Bring your own OpenAI API key. Pay OpenAI directly for usage—no monthly fees to us. GPT-4o recommended for best results.
Best for: Maximum accuracy and speed
What AI Detects
Every reply gets analyzed for intent, sentiment, urgency, and priority. Badges appear directly on reply cards in Tree View.
Intent
Question, Bug Report, Feature Request, Praise, Criticism, and 14 more categories. Know what each reply is about before you read it.
Sentiment
Positive, Neutral, or Negative. Spot angry customers instantly or find your biggest fans without reading every word.
Urgency
Low, Medium, or High. Words like “urgent”, “ASAP”, or “help needed” get flagged automatically so you don't miss time-sensitive requests.
Priority Score
0-100 computed score based on intent, sentiment, urgency, and user status. High-value replies float to the top in Priority View.
19 Intent Categories
ThreadTrak recognizes nuanced intents beyond simple sentiment. Here are the most important categories for engagement.
High-Engagement
Asking for info or help
Reporting errors or issues
Suggesting improvements
Feedback
Compliments & appreciation
Negative feedback
Plus: Support Request, Constructive Feedback, Agreement, Disagreement, Opinion, Personal Story, Advice, Joke, Sarcasm, Trolling, Information Sharing, Off Topic, Spam, and more.
AI Reply Suggestions
Stuck on what to say? In Focus Mode, click “Suggest Reply” and AI generates 1-3 response options based on the conversation context and your selected tone.
7 Tones
Professional, Friendly, Casual, Witty, Supportive, Direct, Enthusiastic
Context-Aware
AI reads the parent tweet and reply to ensure suggestions make sense
Mode Comparison
Choose based on your priorities: cost, accuracy, or privacy.
| Capability | Pattern Matching | LM Studio | Cloud AI |
|---|---|---|---|
| Intent Detection | 5 categories | 19 categories | 19 categories |
| Sentiment Analysis | Basic | Nuanced | Nuanced |
| Priority Scoring | Rule-based | AI-enhanced | AI-enhanced |
| Reply Suggestions | No | Yes | Yes |
| Cost | Free | Free (local) | ~$0.001-0.01/reply |
| Privacy | 100% local | 100% local | Cloud |
Real Use Cases
How AI classification transforms thread management.
Triaging a Busy Thread
Your product announcement got 200 replies. You have 30 minutes.
WITHOUT AI
Scroll through all 200, reading each one. Try to remember which were questions. Miss a critical bug report buried in praise. Run out of time.
WITH THREADTRAK AI
AI classifies all 200 replies instantly. Filter to 'Questions' → see 23 questions. Filter to 'Bug Reports' → see 4 bugs. Sort by priority. Respond systematically.
Finding Product Feedback
You want to understand what customers love and hate about your product.
WITHOUT AI
Read through hundreds of replies manually. Manually note which are positive vs. negative. Miss nuanced feedback.
WITH THREADTRAK AI
AI tags each reply with sentiment. Filter to 'Praise' → see what people love. Filter to 'Criticism' → see complaints. Filter to 'Feature Requests' → see what's missing.
Privacy-First AI
Pattern Matching and LM Studio run 100% locally — your tweets never leave your computer. Cloud AI uses your own API key, so data goes directly to OpenAI, not through our servers.
Free vs. Premium AI Features
Pattern Matching is free forever. Premium unlocks advanced AI providers and reply suggestions.
Ready to let AI handle the noise?