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Cavefish

Updated October 2026

Healthcare, clinical training, communication quality

Improve clinical communication quality. Not monitor patients.

EchoDepth, from Cavefish, is a communication analysis platform for healthcare organisations. It helps clinical educators and teams identify where communication quality breaks down in training, staff briefings and patient-facing materials.

EchoDepth is not a clinical diagnostic tool. It is a communication analysis platform. All deployments are scoped for clinical governance compliance. EchoDepth does not make clinical diagnoses and is not a medical device.

UK GDPR compliantICO ZB915633Consent-firstNot a medical device
EchoDepth · Clinical Interaction Signal
Patient interaction, video consultation
Remote GP consultation · 14:32
0.28
V · Low
0.78
A · Elevated
0.31
D · Low
▲ DISTRESS SIGNAL DETECTED
Anxiety signal - not verbalised
AU4+7+20 sustained · 23s duration
Cognitive loadElevated
Verbal-signal gapSignificant
AU4 brow furrowSustained 23s
RecommendationClinical follow-up
Signal data provided to qualified clinician. All clinical determinations remain with registered practitioners.

Important: EchoDepth is not a medical device and does not make clinical diagnoses or treatment recommendations. It is a communication analysis platform. All outputs are used to inform human judgement, not replace it. All clinical decisions remain with registered practitioners. Every healthcare deployment operates under a signed DPA and completed DPIA.

Four high-impact healthcare applications.

01Clinical Training

Training Effectiveness Analysis

Clinical training programmes are expensive to deliver and difficult to evaluate. Trainees pass assessments on content knowledge - but whether they have absorbed the communication skills required for patient interaction is rarely measured objectively. EchoDepth analyses training session recordings and simulation footage to identify where communication quality is inconsistent - flagging where specific coaching interventions are needed before trainees enter clinical practice.

Governance - Training assessments are used to identify programme-level effectiveness and individual coaching needs. Outputs are shared only with the trainee and their clinical supervisor. EchoDepth is not a medical device and does not make clinical determinations.
Signal outputs
→Communication clarity and authority in delivery across simulation scenarios
→Consistency across repeated clinical scenarios
→Engagement patterns during complex instruction sequences
→Peer communication quality in team-based training scenarios
02Patient Communication Quality

Patient Communication Consistency Auditing

Healthcare organisations are required to evidence the quality and consistency of patient-facing communications. EchoDepth analyses consultation recordings, patient information materials and discharge communications to identify where clarity, consistency and credibility are at risk. This is content analysis - EchoDepth analyses the quality of the communication, not the psychological state of the patient.

Governance - All analysis is conducted on communications and content. Individual patient data is not profiled or scored. Deployments operate under a signed DPA, explicit consent framework and completed DPIA. ICO ZB915633.
Signal outputs
→Communication clarity and consistency across patient interaction types
→Credibility signal in clinical guidance delivery
→Engagement quality in patient education sessions
→Consistency of communication style across clinical teams
03Product & Interface Testing

Medical Product & Interface Testing

Patient adherence failures carry a significant cost to the NHS. Many are predictable from communication signal data at the product development stage - where patient information materials generate confusion, where device interfaces create unnecessary friction, and where patient education sessions fail to produce genuine understanding. EchoDepth analyses participant responses to product content before launch.

Governance - Medical product testing uses EchoDepth as a research tool with fully informed participant consent and anonymised aggregate output. Individual session data is never shared with the product manufacturer without explicit consent.
Signal outputs
→Response to medical device interfaces and patient information materials (pre-launch)
→Comprehension signals in patient education content
→Communication risk in digital health onboarding
→Genuine vs surface engagement in patient education sessions
04Staff Wellbeing

Staff Communication Quality & Wellbeing Signals

Clinical staff communication quality under sustained pressure is a patient safety issue, not just a workforce issue. EchoDepth analyses aggregated communication patterns across team interactions to identify where quality is degrading at a departmental level - a leading indicator of staff strain before it becomes absence or error. All analysis is aggregated. No individual profiling.

Governance - All outputs are aggregated at team or department level. No individual staff member is scored or profiled without explicit consent and a specific individual-level governance framework. Cavefish recommends opt-in models for all staff-facing deployments.
Signal outputs
→Aggregated communication quality patterns across clinical teams
→Departmental-level consistency signals over time
→Communication quality change after specific interventions or shift patterns
→Team communication risk indicators for early management action

“EchoDepth does not detect lies, make diagnoses, or determine clinical outcomes. It analyses communication patterns and delivery signals in the content your teams already produce. What clinicians and researchers do with those signals is a matter of professional judgement, clinical ethics, and institutional governance.”

Cavefish healthcare ethics framework: every deployment reviewed with clinical governance

Healthcare questions

Can EchoDepth be used for clinical training and simulation assessment?

Yes. EchoDepth analyses communication quality in training session recordings and simulation footage - identifying where clarity, authority and consistency need coaching. It is used to measure whether communication training is producing the intended changes in how clinical staff interact with patients. EchoDepth is not a medical device and does not make clinical determinations.

Is EchoDepth approved for clinical use in the NHS?

EchoDepth is not a medical device and does not make clinical diagnoses. It is a communication analysis platform. Cavefish works with each organisation on appropriate NHS data governance frameworks, UK GDPR compliance, and clinical governance requirements. A DPIA is completed for each deployment context.

How is EchoDepth used in medical product testing?

EchoDepth analyses participant responses to medical product concepts, patient information materials and digital health interfaces - providing objective signal data beyond self-reported usability scores. Analysis is conducted on participant responses to content, not on individual psychological profiling.

What consent architecture does EchoDepth use in healthcare?

All healthcare deployments require explicit informed consent from all participants. Consent frameworks are developed in partnership with clinical governance teams. Data Processing Agreements are provided for all NHS and healthcare organisation deployments. Cavefish is ICO registered (ZB915633).

Does EchoDepth analyse patients?

No. EchoDepth analyses communications and content - consultation recordings for quality auditing, training materials for effectiveness, and product interfaces for usability. It does not profile, score or psychologically assess individual patients.

How can healthcare organisations use AI to improve clinical communication quality?

EchoDepth analyses training session recordings, simulation footage, consultation recordings and patient-facing materials to show where clarity, consistency and credibility break down. Clinical educators use it to target coaching before trainees enter practice, and organisations use it to audit patient communication and test product materials before launch. Clinical training programmes are difficult to evaluate, because trainees pass assessments on content knowledge while the communication skills required for patient interaction are rarely measured objectively. EchoDepth measures those skills in training session recordings and simulation footage, and it checks whether communication training is producing the intended changes. Patient information materials, discharge communications and device interfaces can also be analysed, so teams can see where communication is at risk before launch. It is not a medical device and does not make clinical diagnoses, and all clinical decisions remain with registered practitioners. Every deployment runs under a signed DPA and a completed DPIA, and Cavefish is ICO registered under ZB915633.

See EchoDepth on a real healthcare interaction.

Submit a consultation recording, training session, or patient-facing material. We return a full EchoDepth communication analysis within 5 working days - free, no commitment.

ICO ZB915633 · UK GDPR · Clinical governance documentation provided · hello@cavefish.ai