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CLUSTER CUSTOMER-FEEDBACK-INSIGHTS · 23 ENTRIES · EARLIEST ENTRY 2025-06-26

AI customer feedback analytics

These 12 products form a cluster of AI customer feedback analytics platforms that collect feedback from multiple channels, apply AI for sentiment analysis and classification, and deliver actionable insights for product, support, or sales teams. The cluster's dated history is too thin to read a shape from, with only 3 dated entries before the index start. The traction leader is 'customer-analyst' with 1 star, followed by two project-related entries with 0 stars.

Entry timeline

ENTRY TIMELINE

APR 2025: 1JUN 2025: 1FEB 2026: 2MAR 2026: 1MAY 2026: 1AUG 2026: 7SEP 2026: 8OCT 2026: 2
APR 2025OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 1 ai-built · 2 unlabelled

Operator · 1 indie · 2 commercial

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 3 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 21Review Collect : logiciel de gestion des avis clients0★unknownlivecommercialSoftware that collects and manages customer reviews across messaging, SMS, and email channels with AI-generated automatic responses for businesses.
  2. 22Software Matchmaker0★unknownliveai-builtindieAI-powered recommendation engine that analyzes user reviews from major platforms to suggest the best software solutions for business needs.
  3. 23Actioner-Customer Analytics for Product Teams0★unknownlivecommercialAnalytics platform that connects customer support systems and turns support data into actionable insights for product teams.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.