Alternatives · 2026
Best Comments Analytics Alternatives in 2026
24 alternatives · 20 with a free plan · Updated
What are the best Comments Analytics alternatives?
The best Comments Analytics alternatives for AI Data Mining in 2026 are ChatRecap AI (free chat analysis tool, free), Mosaic (AI chat analysis tool, free) and SentiFy (AI text analysis tool, free). 20 of the 24 listed alternatives have a free or freemium plan.
Looking for something other than Comments Analytics? Below are 24 alternatives in AI Data Mining, AI For Data Analytics and AI Reviews, all closely matched, ranked by how much they overlap with Comments Analytics. Comments Analytics itself is free. Each entry shows what the tool does, what it shares with Comments Analytics, its key features and pricing.
What is Comments Analytics?
Comments Analytics turns piles of audience comments into readable data. It is a comment analysis tool that runs sentiment analysis and keyword extraction on social media and review comments, so marketers and researchers can see what people actually think.
Comments Analytics alternatives compared
| Tool | Pricing | Shared with Comments Analytics | Match |
|---|---|---|---|
| Comments Analytics | Free | — | Original |
| ChatRecap AI | Free | AI Data Mining, AI For Data Analytics, AI Social Media, AI Text Classifier | Strong match |
| Mosaic | Free | AI Data Mining, AI For Data Analytics, AI Social Media, AI Text Classifier | Strong match |
| SentiFy | Free | AI Data Mining, AI For Data Analytics, AI Text Classifier | Strong match |
| Kensho | Free | AI Data Mining, AI For Data Analytics, AI Text Classifier | Strong match |
| ReviewSense AI | Free | AI Data Mining, AI For Data Analytics, AI Reviews | Strong match |
Top 24 alternatives to Comments Analytics
- #1
ChatRecap AI is a free chat analysis tool that reads your WhatsApp, Instagram, Discord, Telegram or Snapchat history to show communication and sentiment patterns.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Social Media, AI Text Classifier
- AI-powered chat analysis tool for relationship and communication insights
Pricing: free, same as Comments Analytics
- #2
Mosaic is an AI chat analysis tool that reviews your conversation history for communication patterns and emotional dynamics in relationships.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Social Media, AI Text Classifier
- Provides data-driven insights into relationships
- Supports multiple chat platforms
- Offers personalized insights into communication patterns and emotional dynamics
Pricing: free, same as Comments Analytics
- #3
SentiFy is an AI text analysis tool that reads survey responses, social media comments, and feedback to show sentiment, topics, and trends.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Text Classifier
Pricing: free, same as Comments Analytics
- #4
Kensho offers AI tools for transcription, entity recognition, data linking and PDF extraction, aimed at financial data analysis work.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Text Classifier
- Offers a range of AI-powered tools for data analysis
- Provides free trials for each tool
- Aims to improve accuracy
Pricing: free, same as Comments Analytics
- #5
ReviewSense AI is a customer review analysis tool that summarizes reviews and shows which product features people discuss and how they feel about them.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Reviews
- AI-powered platform for customer review analysis and actionable insights
Pricing: free, same as Comments Analytics
- #6
Breadcrumb.ai is an AI data analytics tool that turns spreadsheet data into automated customer reports and insights for small teams and businesses.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
- AI-powered data analytics platform for automated customer reporting and insights
Pricing: freemium (free plan + paid upgrades); Comments Analytics is free
- #7
No-code analytics platform that builds dashboards, reports, and AutoML predictive models from business data without writing code.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
Pricing: enterprise (custom pricing), while Comments Analytics is free
- #8
Feelsy is an Instagram comment sentiment analysis tool that shows how your audience feels about each post and helps guide what you publish next.
In common with Comments Analytics: AI For Data Analytics, AI Social Media, AI Text Classifier
- It helps users understand their audience's emotions and craft posts that resonate
- It offers features like multi-profile support
Pricing: free, same as Comments Analytics
- #9
AI tool that analyzes social media activity to build detailed user profiles and understand audience behavior.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Social Media
- Provides in-depth insights into social media behavior
- Automates the process of user profiling
- Offers a comprehensive understanding of target audiences
Pricing: free, same as Comments Analytics
- #10
AI-powered text analytics that combines psychology and AI to extract meaning from online reviews.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Reviews
- Text analytics platform using psychology and AI to understand online reviews
Pricing: free, same as Comments Analytics
- #11
Yay! Forms is an AI form builder for surveys and quizzes that adds keyword, sentiment, and emotion detection to responses.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Text Classifier
- AI-powered form builder for creating surveys
Pricing: paid, while Comments Analytics is free
- #12
Syncly is a customer feedback analysis tool that uses AI to categorize feedback, spot sentiment shifts, and turn raw comments into product insights.
In common with Comments Analytics: AI For Data Analytics, AI Social Media, AI Text Classifier
- Transforms raw customer feedback into actionable insights
- Uses AI for instant feedback categorization and analysis
- Provides proactive churn prevention through sentiment alerts
Pricing: free, same as Comments Analytics
- #13
Predictive analytics software that builds and deploys custom machine learning models for real-time predictions, without writing code.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
- Predictive analytics software for building and deploying custom ML/DL models without…
Pricing: free, same as Comments Analytics
- #14
Desktop web scraping tool that pulls website data from plain-text instructions, with no coding, for research and lead generation.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
- AI-powered desktop scraper for code-free data extraction from any website
Pricing: free, same as Comments Analytics
- #15
Review Insights Pro is a small business review management tool that analyzes customer reviews by sentiment and topic and offers response templates.
In common with Comments Analytics: AI For Data Analytics, AI Reviews, AI Text Classifier
- With our professional response templates
Pricing: free, same as Comments Analytics
- #16
Scrapefully is a no-code AI web scraping tool that detects and structures page data without writing code, with an API for developers.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
- Effortless data extraction with no coding required
- AI-powered data detection and structuring
- Fast and scalable cloud-based infrastructure
Pricing: free, same as Comments Analytics
- #17
SheetBot AI is an AI spreadsheet tool that analyzes data, builds charts, and mines insights from uploaded files for data analysis.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
- Try it out
- Cancel anytime
Pricing: paid, while Comments Analytics is free
- #18
Graphite Note is a no-code machine learning platform for predictive analytics, lead scoring, and churn prevention, built for data analysts and business teams.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
- A no-code ML and Decision Science platform for data analysts and business teams
Pricing: free, same as Comments Analytics
- #19
Sphinx Mind is an AI marketing chatbot that lets you chat with your marketing data to analyze campaigns and find optimization ideas.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Social Media
- Great for individuals or small teams
- Access to all data sources
- Chat with 1 source at a time
Pricing: paid, while Comments Analytics is free
- #20
Thunderbit is a no-code AI web scraper that pulls data from websites, PDFs and images into Google Sheets, Airtable or Notion.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, AI Social Media
Pricing: free, same as Comments Analytics
- #21
RevAI is an AI review analysis tool that reads customer reviews and summarizes sentiment and trends for business improvement.
In common with Comments Analytics: AI For Data Analytics, AI Reviews, AI Text Classifier
- AI-powered analysis saves time and effort compared to manual analysis
- Provides sentiment analysis to understand customer emotions
- Identifies trends in customer feedback
Pricing: free, same as Comments Analytics
- #22
DATAKU is an AI data extraction tool that pulls data out of documents and transforms it with large language models, with a free plan.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics
- Data extraction and transformation platform powered by LLMs
Pricing: free, same as Comments Analytics
- #23D
Docugami is a document data extraction tool that pulls data from documents, supports analysis, and automates document workflows for teams.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics
- AI-powered document engineering platform for data extraction
Pricing: freemium (free plan + paid upgrades); Comments Analytics is free
- #24
AI4BD offers AI document processing, smart maintenance and master data management tools for businesses, plus consulting, training and support for business process automation.
In common with Comments Analytics: AI Data Mining, AI For Data Analytics, No-Code&Low-Code
Pricing: free, same as Comments Analytics
How we picked these Comments Analytics alternatives
We rank tools by how closely they match Comments Analytics: tools that share more of its categories rank first, then tools whose main category, tags and description overlap with it, then community votes and views. Pricing type and features come from each product's SoftwareVital listing. Admins can pin or remove tools from this list.
Frequently asked questions
What are the best alternatives to Comments Analytics in 2026?
The closest alternatives to Comments Analytics are ChatRecap AI, Mosaic, SentiFy, Kensho and ReviewSense AI. They are ranked by how many categories and tags they share with Comments Analytics and how similar their descriptions are, then by community votes and views on SoftwareVital.
What is the closest alternative to Comments Analytics?
ChatRecap AI is the closest match because it shares AI Data Mining, AI For Data Analytics and AI Social Media with Comments Analytics. It is free.
Are there free alternatives to Comments Analytics?
Yes. 20 of the 24 alternatives have a free or freemium plan, including ChatRecap AI (free), Mosaic (free), SentiFy (free), Kensho (free) and ReviewSense AI (free). Comments Analytics is free.
Which Comments Analytics alternatives are paid or enterprise tools?
ML Clever (enterprise), Yay! Forms (paid), SheetBot AI (paid) and Sphinx Mind (paid) use paid or enterprise pricing, which usually means more support and admin options for teams.
How does Comments Analytics compare to ChatRecap AI?
ChatRecap AI overlaps with Comments Analytics in AI Data Mining, AI For Data Analytics and AI Social Media. Its listed features include AI-powered chat analysis tool for relationship and communication insights. Pricing: free, same as Comments Analytics. Open the side-by-side compare page for a full breakdown.
What category is Comments Analytics in?
Comments Analytics is listed under AI Data Mining on SoftwareVital. Browse that category to see more tools in the same group.