{"name":"Sentiment Shifts: AI Tools Whose User Verdict Changed","source":"RightAIChoice","url":"https://rightaichoice.com/research/sentiment-shifts","license":"CC BY 4.0","as_of":"2026-10-23","edition":"2026-10-01","temporal_coverage":"2026-09-01/2026-10-23","headline":"Of 69 AI tools re-assessed in October 2026 with 25+ real-user mentions, 88.4% kept the same verdict; 3 improved and 5 worsened. Across all 4,118 tools with that much discussion, 20.5% are rated positive, 69.6% mixed and 9.9% negative.","summary":["Each tool's sentiment verdict — positive, mixed or negative — is synthesised from what real users wrote about it across public sources, and re-synthesised on a schedule. This report compares each month's verdict with the previous month's for tools with at least 25 mentions behind both.","Most verdicts do not move month to month, which is itself the finding: user opinion of a tool is sticky, and a move is worth noticing.","Moves are listed with the previous and new verdict so a reader can open the tool page and read the quotes behind each."],"tables":[{"title":"How often does a tool's user-sentiment verdict change month to month?","note":"Tools re-assessed in the month with at least 25 real-user mentions behind both the previous and the new verdict. \"Improved\" = toward positive, \"worsened\" = toward negative.","columns":["Month","Tools re-assessed","Unchanged","Improved","Worsened","Share unchanged"],"rows":[["September 2026",54,46,"fewer than 5","fewer than 5","85.2%"],["October 2026",69,61,"fewer than 5",5,"88.4%"]]},{"title":"What is the sentiment verdict of AI tools with real user discussion?","note":"Current verdict for every published tool with at least 25 mentions across Reddit, Hacker News, G2, Product Hunt, YouTube, app stores and other sources.","columns":["Verdict","Tools","Share"],"rows":[["Positive",844,"20.5%"],["Mixed",2867,"69.6%"],["Negative",407,"9.9%"]]},{"title":"Which AI tools' sentiment verdict moved recently?","note":"Verdict changes in the last three months among tools above the mention floor, newest first. A move is a change in what users are saying, read against the previous month's synthesis — not a judgement by us.","columns":["Tool","Previous verdict","New verdict","Direction","Re-assessed"],"rows":[["Arize Phoenix","mixed","positive","improved","October 22, 2026"],["Isomorphic Labs","positive","mixed","worsened","October 22, 2026"],["Trieve","positive","mixed","worsened","October 5, 2026"],["Galileo AI","positive","mixed","worsened","October 2, 2026"],["Mela","positive","mixed","worsened","October 1, 2026"],["Powder","negative","mixed","improved","September 29, 2026"],["Isomorphic Labs","mixed","positive","improved","September 29, 2026"],["Topview 2.0 Product Avatar","positive","mixed","worsened","September 22, 2026"],["Respell","mixed","positive","improved","September 22, 2026"],["Tokf","positive","mixed","worsened","September 22, 2026"],["Img Prompt","positive","mixed","worsened","September 14, 2026"],["Translate Go","mixed","negative","worsened","September 14, 2026"],["Sublime Security","mixed","positive","improved","September 8, 2026"]]}],"methodology":["Every sentiment synthesis is stored in tool_sentiment_history with its verdict, mention count and timestamp. For each tool and calendar month, the latest synthesis in the month is taken; it is compared with the latest synthesis in the previous month.","A pair counts only when both syntheses rest on at least 25 mentions and both carry a verdict of positive, mixed or negative. Verdicts are ordered negative < mixed < positive; a move up is \"improved\", a move down is \"worsened\".","The current-verdict mix reads the live sentiment cache for published tools above the same floor.","As-of date: October 23, 2026, the newest qualifying synthesis read."],"sources":["tool_sentiment_history","tool_sentiment_cache","tools","SQL function research_sentiment_shifts()"],"variables":[{"name":"reassessed","description":"Tools with a qualifying synthesis in both the month and the previous month"},{"name":"improved / worsened / unchanged","description":"Direction of the verdict change between the two syntheses"},{"name":"from / to","description":"Previous and new verdict of a listed tool: positive | mixed | negative"}]}