Alternatives to SentiSum

Level AI scores every contact-centre call, chat, email and bot conversation with CX-specific models for Auto-QA and full-stack AI agents.

Asklet writes a tailored follow-up question for every conversational feedback answer, then routes it into Sunbeam analytics.

Insider One runs AI-powered customer engagement with Agent One: self-optimizing personalization and journey orchestration across every

AI-first revenue platform that prices every hotel room every hour across a multi-property portfolio.

AI embedded across NICE CXone that scores every interaction, flags complaint risk, and coaches agents on behaviors that move CSAT.

Clootrack turns voice-of-customer data into AI agents that each target a named business metric.

Sierra builds AI customer agents from your SOPs and transcripts, then runs them across chat, voice, email, SMS and WhatsApp.

Fullstory records every click and scroll in your web and mobile product, then lets your team and your AI agents ask questions about what happened.

ProductMix (formerly Leanbe) collects user feedback, scores and prioritizes it, then ships it to a public roadmap and changelog.

Visionari collects customer feedback from your site, email, and surveys, then uses AI to rank what to build next.

Monterey AI — now Reforge Insight Analytics — aggregates customer feedback from calls, chat, reviews, and Discord, then classifies and prioritizes it for

Insight7 scores every call with AI QA, coaches reps with live prompts and roleplay, and runs AI voice and chat agents.

Nebuly turns the conversations employees and customers have with your AI agents into adoption, fluency and ROI numbers for enterprise leaders.

AI-native customer experience platform unifying service, social, insights and marketing on one data layer.

Okendo bundles Shopify reviews, loyalty, quizzes, referrals, and surveys into one customer marketing platform

Agentic B2B support platform that turns Slack, Teams, email and phone conversations into directed agent investigations.

AI contact center intelligence that monitors 100% of calls, chats and tickets, then pushes compliance and CX alerts where you work.

MindsHub routes every model through one API key with org-level AI spend controls and budget caps

AI-native spreadsheet on a managed Snowflake warehouse for trusted revenue analytics

AI-native voice-of-customer platform whose Lyra AI and Lyra Agent turn surveys, tickets, reviews and calls into evidence-backed CX answers.

Open source BI where every AI answer can be traced back to the query and metric behind it.

Gainsight is a customer retention platform pairing Atlas AI agents with CS, PX, Staircase AI, community, and education tools to cut churn.

Domo prepares governed data for AI agents, then layers BI dashboards, workflows, and embedded analytics on top of it.

Catalyst is a customer success platform built around customer outcomes, now a Totango product.

Medallia is enterprise experience management software that turns customer, employee, and contact center feedback into AI-driven action.

Querio delivers governed natural-language analytics where every answer ships with inspectable SQL and Python in a git repo you own.

AI form builder that adapts to each respondent and triggers automated GTM workflows and AI-moderated research studies

Qualtrics XM is an enterprise experience management platform that uses AI to predict which customers and employees are heading toward an outcome you can still

Qualtrics turns experience management into a system of decision — simulate, predict, and act on customer and employee signals.

AI interface for the database you already run — ask plain-English questions, edit tables like a spreadsheet, embed live charts anywhere.