EchoDepth Insight vs Medallia
Medallia captures what people say. EchoDepth captures what they feel. The difference matters when the stakes are high.
What Medallia does
Medallia is an enterprise experience management platform: it collects structured feedback through surveys, SMS and email, aggregates NPS and CSAT, and gives operational teams dashboards and case management to act on it. Its strength is the operating system around feedback — routing, closing the loop, and tracking whether anything changed. EchoDepth does none of that and is not a replacement for it. What EchoDepth adds is a measurement layer underneath: scoring the free-text portion of that same feedback for emotional signature independently of the words chosen, and flagging where the two diverge. A verbatim that reads as constructive while carrying suppressed frustration scores the same as a genuinely constructive one in any keyword-based system. The sensible configuration is Medallia for collection and workflow, EchoDepth for what the verbatims actually carry beneath the words the customer or employee selected.
What EchoDepth Insight does differently
EchoDepth Insight captures emotional signal — not stated preference. Using 44 FACS Action Units mapped to 47 discrete emotional states, it produces Valence-Arousal-Dominance scores during live research sessions, focus groups, all-hands communications and product testing. It sees the suppressed discomfort that survey respondents choose not to disclose.
| Dimension | Medallia | EchoDepth Insight |
|---|---|---|
| Data type | Self-reported survey | Observed emotional signal |
| Bias risk | Social desirability, fatigue | Minimal — non-verbal capture |
| Cadence | Survey triggered | Real-time per session |
| Best for | Volume CX measurement | Depth research, pharma, HR |
| Pricing | Enterprise SaaS (high) | Per-project or licence |
When to choose EchoDepth Insight
If you need to understand what research participants or employees actually feel — not what they choose to report — EchoDepth Insight captures the signal that Medallia cannot reach. Particularly relevant for pharma concept testing, focus group augmentation, and HR sentiment in psychological safety contexts.