Prove sentiment shifts with data
Validate sentiment changes with evidence clusters and temporal analysis
Track how community sentiment evolves over 30 days with precision. HoloRadar analyzes X, Reddit, and Trustpilot to show whether negative sentiment is accelerating, stabilizing, or reversing—with evidence clusters that show exactly what changed and when. Temporal analysis reveals the inflection point when sentiment shifted, giving you the data to act before metrics degrade.
Example
"Is negative sentiment around [SaaS product] accelerating?"
Report showed 62% negative sentiment (up from 41% week 1). Evidence clusters revealed 3 recurring complaints: "broken search", "slow support", "pricing confusion". Timeline showed sentiment worsened after a specific product update on Day 12. Trustpilot stars dropped from 4.2 to 3.8 in sync with Reddit complaint volume spike.
How it works
X + Reddit + Trustpilot sentiment analysis with temporal clustering + inflection point detection
Case study
Case study: Detected sentiment shift for a B2B tool 10 days before churn spike. Early warning: Reddit complaints grew 3x, Trustpilot reviews dropped from 4.2 to 3.8 stars. Timeline pinpointed exact date sentiment turned negative (Day 8 after feature launch).
Key capabilities
- Temporal analysis shows exactly when sentiment changed—not just that it changed
- Evidence clusters reveal what specifically drove the shift (features, pricing, support)
- Multi-platform triangulation (Reddit + X + Trustpilot) validates patterns
- Inflection point detection catches the moment trends accelerate or reverse
- Sentiment velocity: track rate of change, not just current sentiment score
When to use this
- You need to track product or brand sentiment over time with precision
- You are investigating whether recent changes affected community perception
- You need evidence-backed sentiment data for stakeholders or leadership
- You want to catch sentiment shifts before they affect churn, NPS, or revenue
- You need to validate whether sentiment is stabilizing, accelerating, or reversing