Feedback Sentiment Extraction

SurveySparrow gathers survey responses from email, social media, web widgets, and messaging apps. It applies NLP to produce actionable insights for marketing, product, sales, and support teams, while ticketing and reputation tools close feedback loops in real time.

Enterpret aggregates customer feedback from over 50 sources, automatically classifies it into evolving themes, and links each item to product, revenue, and customer data. AI dashboards and workflow connectors surface trends, trigger alerts, and enable contextual follow‑ups in Jira.

Canvs AI processes open‑ended text from events, social media, surveys, and internal feedback to detect sentiment and thematic shifts. It offers real‑time reaction insights, precise search, and enterprise integration, enabling rapid, data‑driven decision making across marketing, media, sports, and mo

Feeedbackr is an AI-driven tool that collects and analyzes user feedback through a simple button integration. It provides insights on sentiment, tracks spam, and helps teams prioritize development based on actionable user input.

Spiral analyzes customer reviews, chat logs, and call recordings to surface actionable insights. Users can query natural language for trends, complaints, and feature requests. The AI summarizes feedback, enabling product, support, and marketing teams to prioritize improvements and gauge sentiment.

ThumbsUp centralizes real‑time user feedback, bug reports, and praise on a shared board. Sentiment analysis and keyword trends surface emotions and emerging concerns, while AI‑driven suggestions turn data into prioritized improvement ideas for product teams.

medallia.com is an AI-powered experience management platform that captures omnichannel feedback and analyzes it to provide real-time insights. It enables teams to automate issue resolution, orchestrate personalized actions, and operationalize improvements across customer and employee journeys.

Collects feedback from 30+ sources, automatically classifies requests, complaints, and themes, and provides full‑context views. AI‑driven surveys adapt questions, translate answers, export user stories to Jira or Linear, track trends, and deliver Slack updates.

Feedback Navigator is a customer feedback analysis platform that integrates data from various sources and employs sentiment analysis to categorize feedback. It enhances responsiveness through custom workflows and supports CSV export for external analysis.

Zefi centralizes customer feedback from 100+ integrations, categorizes it with LLM taxonomy, offers real‑time sentiment analytics, AI digests, and workflow automation to trigger actions like Jira tickets or Slack alerts, enabling teams to prioritize product roadmaps.

ClientZen aggregates customer feedback from tickets and reviews, analyzing it to surface spikes and recurring issues. It delivers instant contextual answers via Mantra AI and generates VoC reports, integrating with Zendesk for a unified customer journey view.

Appinion aggregates app‑store reviews, using NLP to extract sentiment and themes, and offers proactive feedback collection. It integrates with Slack, Teams, and analytics, enabling teams to benchmark sentiment, track trends, and prioritize feature fixes.

Voxpopme collects video customer feedback through surveys and interviews, automatically transcribes, tags, and analyzes sentiment and themes in real time, delivering searchable reports or showreels. Supporting 27 countries and multiple languages, it helps teams validate messaging and align on insigh

Replient.ai centralizes comments from Facebook, Instagram, TikTok, LinkedIn, YouTube, and Google Reviews into one dashboard. It offers AI‑generated reply suggestions, spam filtering, sentiment tagging, and multi‑language support to streamline moderation and maintain brand consistency across platform

Cycle consolidates feedback from Slack, Zendesk, Intercom, and surveys into a single workspace. Tagging assigns entries to product areas, topics, and roles; CRM sync maintains unified customer context. AI generates dashboards, and real‑time collaboration updates stakeholders via Slack or email.

Reflectfy is a customer feedback management tool that gathers and analyzes sentiments, providing actionable insights through a comprehensive dashboard. Its AI-powered analysis and custom properties help businesses understand needs and improve decision-making.

Opencord AI monitors X and Reddit for brand mentions, analyzes sentiment and credibility, then auto‑generates and posts personalized replies. It can like, follow or repost, tracks KOL opportunities, and offers analytics to refine lead‑generation tactics.

Social Sentiment Insights aggregates real‑time social, news, and alternate data to deliver sentiment scores, alerts, and trend visualizations for stocks and sectors. It supports sentiment‑based technical analysis, portfolio rebalancing, ESG scoring, and exposes API signals with blockchain‑secured co

Siftlytics automates sentiment analysis, unveiling user emotions and insights for informed decision-making. Seamlessly integrated for effortless sentiment tracking to enhance product strategies.

OneCliq transforms public online conversations into structured, emotion‑centric insights in minutes, delivering real‑time sentiment and trend analysis for brands and products. Its automated classification and video sentiment extraction provide actionable, data‑driven recommendations without manual s

Akira aggregates real‑time guest feedback from surveys, reviews, emails, and apps, instantly alerting staff to low ratings. Sentiment analysis flags critical complaints, automated replies streamline responses, and a single dashboard delivers cross‑location insights to improve NPS and lifetime value.

HiFiveStar centralizes review collection, monitoring, and response across 40+ platforms with AI‑powered auto replies and request generation via email, SMS, WhatsApp, or QR. It tracks sentiment, manages private negatives, and showcases positives on sites or social media.

Cynthia AI analyzes customer feedback, support tickets, and social media using NLP and deep search to deliver sentiment, topic, and trend insights. Automated, multilingual ingestion keeps data current, enabling product teams to track impact and prioritize actions.

Review Insights Pro is a user-friendly AI tool for businesses to manage customer reviews effectively. It offers sentiment and topic analysis, response templates, and a streamlined workflow to identify concerns and enhance products/services.

ChattySurvey is an AI‑powered platform that creates conversational surveys, automatically generating personalized follow‑ups to boost response rates. It delivers real‑time sentiment analysis, root‑cause insights, and actionable recommendations for product, marketing, and support teams.

ReviewRecon aggregates player reviews, applies NLP to gauge sentiment and emotion, and presents the results on a dashboard. It tracks changes over time, links them to game updates, and highlights recurring issues and positives for quick, data‑driven decisions.

CityFALCON aggregates real‑time financial news, filings, insider trades, and ESG data, scoring sentiment and relevance. It delivers customizable watchlists, charts, multilingual translations, and APIs for institutional users to monitor market trends, risk, and accelerate decision‑making.

Backsy.ai is an AI-driven feedback analysis platform that transforms customer feedback into actionable insights. It collects responses via text or voice, filters out spam, and offers trend tracking for continuous improvement in products or services.

Troof.ai is an AI-powered review management tool that automates collecting 5-star reviews and routes negative feedback privately. It also generates AI-driven insights, branded testimonial content, and automated responses for consistent customer engagement.

RightResponse AI automates review requests and responses, using sentiment analysis to craft brand‑aligned templates. It consolidates feedback across sites, offers trend analytics, Google Maps ranking insights, and integrates with calendars for booking, all managed from one dashboard.

Spokk logs customer visits, sends timed feedback requests, auto‑creates compliant review drafts, manages loyalty points, and distributes referral links—all via SMS, QR, API, or HubSpot, streamlining engagement for service‑based businesses.

unitQ aggregates support tickets, analytics, social media, and surveys across languages, using AI to transform feedback into actionable insights. Dashboards track trends, prioritize roadmaps, trigger alerts, automate issue resolution, and link customer behavior with friction points for faster produc

FeedbackSync aggregates feedback from Slack, G2, Zendesk, and call transcripts, automatically classifies it, deduplicates, surfaces patterns, and delivers weekly summaries to Slack. It creates Jira issues and centralizes feedback for streamlined prioritization.

Sauce AI aggregates real‑time customer feedback from Slack, Zendesk, Gong, Intercom, Salesforce, and CSV imports, automatically classifies feature requests and support issues, detects trend spikes, and highlights product blindspots, churn signals, and revenue‑driving insights across regions, persona

Brand24 is an AI‑powered social listening platform monitoring 25 million sources in real time. It delivers sentiment analysis, hashtag, influencer, and competitor insights, multilingual coverage, and automated reports for brand reputation management.

Talksprout is a lightweight web widget that gathers customizable user feedback, automatically analyzes sentiment, and provides actionable insights. It offers AI‑driven follow‑up questions and can auto‑create issue tickets in Linear, GitHub, or Azure DevOps, keeping data private.

Voicepanel is an AI‑native research platform that lets teams design studies, instantly recruit from a 30 million‑user global panel, and collect voice, video, and text responses. It supports multi‑language prompts, real‑time analysis, and Slack integration for rapid insights.

FeelGood is an AI app that helps users identify and manage emotions by providing personalized coping strategies like breathing exercises, mindfulness, and cognitive reframing. It tracks emotional trends and offers reminders for regular self‑care.

IdeaApe aggregates and analyzes Reddit discussions to uncover consumer motivations and barriers. It offers persona insights, trend monitoring, and detailed reports with search volume data, accessible via chat and exportable PDFs for brand strategists and product teams.

Comment Explorer lets users upload a YouTube video ID to harvest comment data, extracting metrics like likes, replies, and engagement. It offers sentiment and emotion analysis, keyword filtering, and sortable tables for creators, marketers, and researchers.

Sentavis is an AI analytics tool that consolidates customer feedback across platforms, offering sentiment analysis, trend tracking, and AI-generated recommendations to enhance customer satisfaction and optimize brand perception in real-time.

RepBot.ai is an automated online reputation management tool that monitors customer reviews, generates customized responses, publishes them on Google and Facebook, detects negative reviews for removal, and tracks over 100+ review sites.

Painboard aggregates unstructured customer feedback from surveys, reviews, tickets, and calls, using AI to build custom taxonomies, quantify impact, and deliver adaptive dashboards that let teams segment, visualize, and share insights securely.

FeedLens automates app review management through AI. It extracts insights from reviews, generates relevant replies, provides custom chatbot engagement, competitor monitoring, in-depth analytics, and integrates seamlessly with Freshdesk and Slack for streamlined workflows.

Zeda.io centralizes Voice‑of‑Customer data from chat, email, surveys, and calls, using AI to surface pain points, revenue signals, and churn triggers. It delivers insights for product roadmaps, real‑time alerts, and predictive sales reports.

Photofeeler lets users upload business, social, or dating photos and receive scores on competence, likability, attractiveness, and dateability from real people. The platform offers actionable comments, privacy controls, and rapid voting options to improve online image impact.

Review Bomb Me uses AI to turn raw customer reviews into concise, positive summaries. Invite feedback via a shareable link, gather all responses in one dashboard, filter toxic comments, and view analytics on engagement, geography, and funnel performance.

Monterey AI aggregates and analyzes customer feedback from calls, emails, chats, and other sources, delivering real‑time insights to product teams. It automatically triages feedback to Linear, Jira, or Asana, integrates with Slack, and supports 85+ languages and large CSV files.

REVIEWS.io automates AI‑driven review replies, producing concise responses in seconds. It gathers reviews from Salesforce, e‑commerce platforms, Google Seller Ratings, supports video/SMS publishing, embeds widgets, and offers metrics, competitor insights, and SEO benefits.

Boterview is an AI-powered interview preparation tool that offers speech-to-speech simulations and emotion detection to enhance tone, timing, and confidence. It provides dynamic feedback to refine responses and align with company values, with free trials and premium packages for advanced features.