How It Works
Everything you need to know about how engage suite. analyzes and organizes your YouTube comments. Learn how our intelligent system helps you understand your audience and engage more effectively.
How We Fetch Comments
Automatic, efficient comment synchronization from YouTube
We automatically sync your comments from YouTube using the YouTube Data API. Our system is designed to be efficient, fast, and respectful of API limits.
Incremental Sync
We only fetch new comments since your last sync, saving time and API quota. No redundant data transfers.
Automatic Updates
Comments are synced hourly in the background. You don't need to do anything—it just works.
Smart Pagination
We fetch comments in batches to handle videos with thousands of comments efficiently, even for your most popular videos.
Real-time Status
You can see if videos are "fetching", "analyzing", or "ready" in your dashboard. Always know what's happening.
Intelligent Analysis
Deep understanding of context and meaning, not just keywords
Every comment is analyzed to understand its meaning and context. Our two-step process ensures we have deep understanding of your content before analyzing comments.
Step 1: Context Generation
Before analyzing comments, we first create a comprehensive understanding of your video:
- Video Analysis: We analyze your video's title, description, and duration to extract the main topic, key points, target audience, tone, and specific concepts discussed.
- Smart Caching: This context is intelligently cached and automatically refreshed when new comments arrive, ensuring we always have up-to-date understanding.
- Contextual Summary: A concise but comprehensive summary (under 150 words) is generated that captures the essence of your video.
Step 2: Comment Analysis
This generated context is then used when analyzing each comment, enabling:
- Accurate Categorization: We understand if a question is about your video's content, or if praise is specific to what you covered.
- Relevant Topic Extraction: Topics are extracted based on your video's subject matter, not just generic keywords.
- Context-Aware Priority: Comments are prioritized based on how they relate to your video's content and audience needs.
- Terminology Understanding: We recognize video-specific terms, jargon, and concepts, making analysis more accurate.
Sentiment Analysis
Understand the emotional pulse of your audience
Each comment is classified into one of three sentiment categories, helping you quickly understand how your audience feels about your content.
Positive
Comments expressing appreciation, praise, excitement, or agreement
"Love this video! Great explanation."
Neutral
Comments that are factual, informational, or don't express strong emotion
"The timestamp is 5:23"
Negative
Comments expressing criticism, complaints, or disagreement
"This didn't work for me"
Question Detection
Never miss a question from your audience
We automatically identify when a comment is asking a question, even if it doesn't use a question mark. This helps you respond to your audience's needs more effectively.
Direct Questions
"How do I do this?"
"What's the best way?"
Rhetorical Questions
"Why would anyone do that?"
"Is this really necessary?"
Implied Questions
"I'm confused about..."
"Can someone explain..."
Priority Levels
Focus on what matters most with intelligent prioritization
Comments are automatically assigned a priority level to help you focus on what matters most. Sort by priority to tackle the most important ones first and build stronger relationships with your audience.
High Priority
Comments that need your attention:
- Questions about your content
- Complaints or issues
- Confusion or misunderstandings
- Specific requests or feedback
Medium Priority
Worth responding to when you have time:
- General feedback
- Suggestions for improvement
- Engagement bait (asking for likes/subscribes)
Low Priority
Can be safely ignored:
- Generic praise ("Great video!")
- Spam or off-topic comments
- Simple reactions ("First!", "Nice")
Categories & Topics
Automatic organization to discover what your audience cares about
Comments are automatically categorized and tagged with relevant topics based on their intent and content. This helps you discover what your audience is most interested in and find content ideas for future videos.
Question
Comments asking questions or seeking information about your video
Praise
Positive feedback, compliments, and appreciation for your content
Criticism
Negative feedback, complaints, or concerns about your content
Request
Requests for specific content, features, or actions
Spam
Spam, self-promotion, or irrelevant content
General
Comments that don't fit into the other specific categories
Topics Extraction
In addition to categories, each comment is tagged with 2-4 key themes mentioned (e.g., "tutorial", "bug fix", "feature request", "performance"). These topics are extracted based on your video's content and help you discover what your audience is most interested in.
Content Ideas
Discover video concepts directly from your audience's requests
Our Content Ideas feature analyzes your comments to identify patterns, requests, and topics that matter most to your audience. We then generate actionable video concepts with titles, hooks, descriptions, and impact scores—all based on what your subscribers are actually asking for.
How It Works
The Content Ideas feature follows a systematic process:
- Comment Analysis: We analyze comments from the last 60 days, focusing on questions, requests, and criticism that indicate what your audience wants to see.
- Topic Clustering: Similar comments are grouped by topic to identify recurring themes and requests that appear across multiple videos.
- Idea Generation: For significant clusters (2+ comments), we generate video concepts that directly address what your audience is asking for.
- Impact Scoring: Each idea receives a score based on urgency, number of requests, and potential audience impact.
Requirements
To generate content ideas, you need:
- Minimum Comments: At least 100 total comments across all your videos to ensure we have enough data to identify meaningful patterns.
- Relevant Comments: Comments must be questions, requests, or criticism with topics assigned—these indicate what your audience wants.
- Recent Activity: We focus on comments from the last 60 days to ensure ideas are based on current audience interests.
What Each Idea Includes
Title
A clickable, high-CTR title designed to capture attention and clearly communicate the video's value proposition.
Hook Concept
A suggested opening script (first 15 seconds) that hooks viewers immediately and addresses their curiosity.
Description
A brief outline of key points to cover, helping you structure your video and address the audience's needs.
Impact Score
A score (0-99) indicating the potential impact, calculated based on urgency, number of requests, and comment types.
Community Interest
Shows how many subscribers requested this content, giving you a clear sense of audience demand.
Related Topics
Tags showing the main themes and topics this idea addresses, helping you understand the context.
The Generation Process
Filter Relevant Comments
We identify comments that are questions, requests, or criticism from the last 60 days, ensuring they have topics assigned for meaningful clustering.
Cluster by Topic
Similar comments are grouped together by topic and video, creating clusters that represent recurring requests or themes from your audience.
Generate Ideas
For clusters with 2+ comments, we generate video concepts that directly address what your audience is asking for, including titles, hooks, and descriptions.
Score & Rank
Each idea is scored based on urgency, number of requests, and potential impact. Ideas are ranked by score so you can focus on the most valuable content first.
View Evidence
Click "View Evidence" on any idea to see the actual comments that inspired it. This helps you understand exactly what your audience is asking for and validate the idea's relevance.
Save to Planner
Save ideas you want to pursue to your planner. Saved ideas stay in your list so you can reference them when planning your content calendar.
Automatic Updates
New ideas are generated daily based on your latest comments. We limit to 3 new ideas per run to avoid overwhelming you, focusing on the most impactful concepts.
Source Video Link
Each idea shows which video it came from, allowing you to see the context and understand what sparked the audience's interest.
Smart Reply Suggestions
Save time with intelligent, context-aware reply suggestions
We determine which comments would benefit from a reply and generate personalized suggestions that match your content and style. Get a starting point for your reply instead of starting from scratch.
Posting Replies Directly on YouTube
Once you have a reply suggestion, you can post it directly on YouTube without leaving the platform:
Connecting Your YouTube Channel
Secure, one-time setup that connects your channel to our platform
When you first sign up, we use Google OAuth to securely connect to your YouTube channel. This is a one-time process that takes just 30 seconds and gives us the permissions we need to help you manage your comments.
Secure Access
We primarily access your videos and their comments. We can post replies to comments when you explicitly approve and request it, but we never post automatically, and we never modify or delete anything on your behalf.
Automatic Token Refresh
Your connection stays active automatically. We handle token refresh in the background so you never have to reconnect.
Rate Limit Management
We respect YouTube's API rate limits to ensure reliable, uninterrupted service for all users.
The Big Picture
How everything works together seamlessly
Here's how everything works together to help you engage with your audience more effectively:
Connect
Link your YouTube channel via Google OAuth
Sync
We automatically fetch new comments hourly
Analyze
We extract sentiment, questions, priority & topics
Organize
Comments sorted so you focus on what matters
Engage
Respond to high-priority comments & build community
Ready to Get Started?
Connect your YouTube channel and start engaging with your audience using intelligent tools.
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