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Cavefish
EchoDepth vs Traditional Methods

Why existing tools miss the most important signal

Sentiment analysis reads words. Focus groups collect declared preference. Media training gives subjective feedback. EchoDepth measures the involuntary physiological signal that none of them can reach.

Words only
vs
Video + voice + text + images

Sentiment analysis tools

What it does

Analyses words. Flags 'negative', 'positive' or 'neutral' language.

The gap

Cannot read tone, delivery, facial expression or vocal hesitation. A speaker can deliver 'we are confident in our outlook' with every stress marker of deception — sentiment tools give it a positive score.

EchoDepth instead

Reads the person, not the text. 44 FACS Action Units from video. Vocal pattern analysis from audio. Structural hesitation from text transcripts. A complete signal, not a word count.

Are they mutually exclusive?

Text analysis tools are useful for volume monitoring. They cannot tell you whether an individual speaker is believed.

Self-reported
vs
Physiologically measured

Focus groups and surveys

What it does

Asks people what they think or feel. Records self-reported responses.

The gap

Participants perform for the group. Social desirability bias distorts every response. What people say they feel and what they actually feel diverge — consistently and measurably.

EchoDepth instead

Records involuntary physiological signals — the 44 muscle movements that cannot be consciously controlled. You get the real response, not the performed one.

Are they mutually exclusive?

Focus groups surface stated preferences. EchoDepth surfaces actual emotional engagement. The two often disagree — and the disagreement is the most valuable insight.

Subjective, qualitative
vs
Quantified, auditable

Media training and coaching

What it does

Coaches speakers on what to say, how to stand, and general presentation technique.

The gap

Qualitative feedback is subjective. There is no objective baseline and no measurable outcome. The coach's opinion is not auditable. Training outcomes cannot be proven.

EchoDepth instead

Generates a pre-training and post-training Trust Score, Credibility Signal and Confidence Score. Improvement is quantified. The coaching outcome is auditable and reportable.

Are they mutually exclusive?

Media training and EchoDepth are complementary. Training provides the method; EchoDepth provides the measurement. Together they produce a provable outcome.

Contested science, invasive
vs
FACS standard, non-invasive, auditable

Polygraph (lie detection)

What it does

Measures skin conductance, blood pressure and respiration. Attempts to detect deception.

The gap

The National Academy of Sciences found no scientific consensus on polygraph accuracy. False negative rates up to 47% in controlled studies. Inadmissible in UK courts. Highly invasive.

EchoDepth instead

Measures facial Action Units and vocal patterns using the FACS standard — the most scientifically validated emotional measurement framework available. Non-invasive. No contact. Scientifically defensible.

Are they mutually exclusive?

EchoDepth does not claim to detect lies. It measures the involuntary physiological markers that accompany stress, cognitive load and emotional state change — and produces a timestamped, auditable output.

Inconsistent, unscalable
vs
Consistent, scalable, auditable

Human observers / analysts

What it does

Trained observers watch recordings and make qualitative judgements about behaviour.

The gap

Observer judgement is inconsistent, non-reproducible and uncalibrated for cultural variation. No two observers produce the same result. No audit trail. Cannot scale.

EchoDepth instead

44 Action Units per frame. Same measurement every time. Calibrated across 14 cultural cohorts. Fully auditable output. Scales to any volume without degradation in consistency.

Are they mutually exclusive?

EchoDepth augments human observers — it provides the baseline data that makes human judgement more consistent and defensible.

What makes EchoDepth different

Input types
Video, voice, text, images — any combination
Method
44 FACS Action Units — scientifically validated
Cultural calibration
14 cohorts across 6 countries
Output
Quantified, timestamped, auditable
Hardware
None required — works on existing infrastructure
GDPR
Consent-first, ICO registered ZB915623
See It In Your Content →Platform Overview

The argument competitors cannot make

Most communication analysis tools compete on capability — accuracy, speed, integrations. EchoDepth competes on something different: the ability to produce evidence that holds up in a regulated context.

Capability tools

Produce useful outputs. Cannot produce outputs that are auditable, reproducible, consent-documented and methodology-attributed in the way FCA, legal and investor governance contexts require.

General-purpose AI

Can detect and describe communication signals. Cannot produce a named methodology output with cultural calibration, benchmark comparison and a signed audit trail. Cannot tell you whether a score of 67 is good or bad for your sector.

EchoDepth

Validated scoring methodology. 14 cultural cohorts. Benchmark comparison data. ICO registered, consent-documented, DPA standard. Timestamped, reproducible outputs structured for audit. The output carries methodological authority — not just analysis.

The structural question

Can't a large language model just do this? It's a fair question. The answer is that capability is not the differentiator — evidence is. An LLM saying a speaker "seemed uncertain" is not the same as a signed Trust Score of 67 produced under a documented methodology that can be shown to have improved to 81 after targeted coaching. The difference is what you can defend.

Why EchoDepth →
EchoDepth vs Focus Groups →EchoDepth vs Media Training →EchoDepth vs Sentiment Analysis →vs Humanyze →vs Medallia →