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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

Comment Explorer logo
Comment Explorer
✓ verifiedFree

Free tool that analyzes YouTube comments for sentiment, emotion and topics to help creators read their audience.

1.5K saves
Brandwise logo
Brandwise
✓ verifiedPaid

AI agent (Obie) that automates customer support, social comment moderation, ad analysis, and reporting for DTC and online brands.

48K visits/mo2.8K saves
Jina AI logo
Jina AI
✓ verifiedFreemium

Developer API suite (Reader, Embeddings, Reranker) that turns web content into LLM-ready data for search and RAG.

483K visits/mo18K saves
1.6K visits/mo
Comments Analytics logo
Comments Analytics
✓ verifiedPaid

Sentiment analysis and keyword extraction on audience comments.

Pricing

No public pricing

Standard: $49/mo (3,000 credits)
Enterprise: $402/mo (32,000 credits)

Free trial available

No public pricing

No public pricing

Free: $0.0
Starter: $39.0
Team: $285.0
Core features
  • YouTube comment sentiment analysis
  • Emotion detection
  • Top-subject and topic extraction
  • Audience engagement scoring
  • Ask questions of your comment section
  • Obie AI agent across support, social, and marketing
  • AI comment moderation and auto-replies
  • Unified inbox for email, social, and live chat
  • Ad creative generation and performance analysis
  • Automated reports and Slack alerts
  • Shopify, Meta, and Google integrations
  • Reader API converts URLs to Markdown
  • Multimodal multilingual embedding models
  • Reranker for stronger search relevance
  • Web search endpoint returning SERP data
  • MCP server for use inside LLMs
  • Native inference inside Elasticsearch
  • Save recipes from any website
  • AI-powered instruction extraction
  • Cuisine-based recipe tagging
  • Shared grocery lists
  • Sentiment Analysis
  • Named Entity Recognition
  • Key Phrases Extraction
  • Category Extraction
  • Chrome Extension for comment extraction
  • AI-powered analysis
  • Multi-language support
Use cases
  • Understand YouTube audience reactions
  • Identify recurring viewer topics
  • Gauge engagement on videos
  • Automate social comment moderation
  • Resolve customer support tickets
  • Analyze and generate ad creative
  • Send scheduled performance reports
  • Ground LLMs with clean web content
  • Build semantic and RAG search
  • Rerank retrieved results
  • Give AI agents live web access
  • Organize all your favorite recipes in one place.
  • Easily find recipes by cuisine.
  • Create a shared grocery list with family or roommates.
  • Analyzing YouTube video comments to understand audience sentiment.
  • Extracting key topics from customer reviews on product pages.
  • Categorizing social media comments to identify common issues.
  • Predicting customer needs based on comment analysis.
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