EchoDepth Training Intelligence:
Know if It Actually Lands.
Completion rates tell you that training was attended. EchoDepth tells you whether it was understood. Real-time AU analysis during mandatory modules — measuring engagement, comprehension, and cognitive load at the individual level, without self-reporting or workflow disruption.
EchoDepth by Cavefish AI Ltd · Cardiff, Wales · Camera-based emotion recognition AI
Why do completion rates fail to measure training effectiveness?
74% of compliance failures stem from poor knowledge retention — not from personnel who skipped training, but from personnel who completed it while disengaged, overwhelmed, or not genuinely processing the material. Current LMS systems record completion. They have no measure of whether anything landed.
For CBRN, cyber security awareness, safeguarding, and DSAT compliance modules — the difference between completing training and retaining it is the difference between an audit pass and a real-world failure.
- Real-time engagement and comprehension scoring via AU analysis during video or screen-based training
- Flags disengagement, confusion, and cognitive overload at individual level — without any self-reporting
- Generates training effectiveness reports per cohort, per module, per individual
- Identifies which specific content segments cause cognitive dropout or overload
- API integration with LMS platforms — Moodle, SAP SuccessFactors, Cornerstone, and others
- DSAT-compatible audit trail with timestamped engagement evidence per individual
- Fully passive — no headsets, no interruptions, no changes to the training experience
// 74% of compliance failures
Stem from poor knowledge retention — not from skipped training. EchoDepth makes that invisible problem visible before it becomes a reportable incident.
Where Training Intelligence Applies
Life-safety training demands genuine retention
CBRN, fire, and emergency procedure training are the modules where failure to retain is failure to survive. EchoDepth identifies disengagement in real time so instructors can intervene before the module ends.
The weakest link knows the content — but doesn't retain it
Social engineering and phishing attacks succeed most often against personnel who completed security awareness training. EchoDepth measures whether the content landed at the cognitive level that drives behaviour change.
Audit-ready engagement records, not just click logs
DSAT audit requirements call for evidence of training effectiveness. EchoDepth generates timestamped, per-individual engagement records that go substantially beyond LMS completion data.
Mandatory training that actually changes behaviour
Safeguarding, unconscious bias, and conduct modules are high-stakes but frequently treated as tick-box exercises. EchoDepth surfaces who is genuinely processing the material and who is simply waiting for completion.
Frequently Asked
What is EchoDepth Training Intelligence?+
EchoDepth Training Intelligence is a camera-based AI system that measures whether personnel are genuinely engaging with mandatory training — not just completing it. It analyses 44 facial Action Units in real time during training modules, producing per-individual engagement and comprehension scores without requiring self-reporting or any change to existing training workflows.
How does EchoDepth measure training effectiveness?+
EchoDepth continuously analyses facial Action Units during training delivery — detecting engagement, confusion, cognitive overload, and disengagement at the frame level. It identifies which content segments cause dropout, scores comprehension across the cohort, and produces DSAT-compatible audit records timestamped per individual. Output integrates with LMS platforms including Moodle, SAP SuccessFactors, and Cornerstone.
Does EchoDepth integrate with our existing LMS?+
Yes. EchoDepth provides REST API and WebSocket integration compatible with all major LMS platforms. It functions as a passive layer alongside existing training delivery — no changes to course content, delivery method, or learner workflow are required. DSAT audit trail records are structured for direct export to compliance reporting systems.
Is EchoDepth training monitoring compliant with UK GDPR?+
Yes. EchoDepth processes biometric data with pseudonymisation by default, role-based access controls, and full audit logging. All data is processed within UK borders as standard. The system is purpose-limited to training effectiveness measurement and does not store raw facial imagery. A full data processing agreement is available under NDA.
How does EchoDepth compare to existing training measurement tools?
Most organisations measure training completion, not comprehension. EchoDepth measures what actually matters.
| Capability | LMS Completion Tracking | Post-Training Assessments | Self-Reporting / Surveys | EchoDepth |
|---|---|---|---|---|
| Measures real engagement | ✗ Click-through only | ✗ Post-hoc only | ✗ Self-reported bias | ✓Real-time AU analysis |
| Individual-level data | Partial | Partial | ✗ Aggregated only | ✓Per-individual scoring |
| Detects confusion / overload | ✗ | ✗ | ✗ | ✓Cognitive load detection |
| DSAT-compatible audit trail | Partial | Partial | ✗ | ✓Timestamped records |
| No workflow disruption | ✓ | ✗ Requires test session | ✗ Requires survey | ✓Passive camera-only |
| LMS integration | ✓ Native | ✓ | Partial | ✓REST API / WebSocket |
See What Your Security Stack Is Missing.
Structured technical briefings for defence procurement, security leadership, and intelligence teams. NDA available. Air-gapped demo environment on request.
DEFENCE@CAVEFISH.CO.UK · CARDIFF, WALES · UK DATA RESIDENCY STANDARD