Squad Readiness
for Elite Football.
A check-in the player chooses to complete, read against their own baseline and reported to the group. Five use cases where that changes a decision — and one line that never moves: it does not touch selection.
The morning read
14/20 completed check-in
6 players requested recovery/support conversations
That last line is the point of the product. Everything above it exists to make a player comfortable enough to ask for a conversation — not to produce a list of players for someone else to act on.
The use cases
Five applications in elite football — each addressing a decision that welfare, medical or coaching staff currently make on incomplete information, without putting a player under observation to get it.
Voluntary squad check-in
Each player completes a short check-in when they choose to. It returns what they told you — self-reported readiness and motivation — alongside observable signals in how they answered: speech rate, response latency, positive language frequency and fatigue indicators, each measured against that player's own 30-day baseline. The headline is a squad readiness index, not a league table of players.
Load and fatigue signals
Fatigue indicators from the check-in sit alongside GPS and physical load data, giving medical staff a fuller picture of recovery status than either source alone. Fatigue is a physical state, not an emotional one, and it is measured and reported as such — a rising fatigue trend across the squad is a training-load question for the performance team, not a judgement about any individual.
The manager's own delivery review
A manager can review the delivery of their own press conference or team talk, at their own request and for their own preparation — the same way a media coach would, with the signal measured rather than guessed at. The manager holds the output. It is not produced for the club, not shared with the board, and not generated from a manager's footage without them asking for it.
Pre-match squad picture
Where players have checked in, coaching staff get a squad-level readiness picture ahead of kick-off — useful for how the team talk is pitched and where recovery support might be offered. It is a read on the group, not a per-player rating handed to the person picking the team.
Academy welfare
The same voluntary check-in, with tighter governance. Parental consent sits alongside player assent, output routes to the safeguarding lead and club doctor, and the data is walled off from recruitment, retention and pathway decisions. Young players are the least likely to raise a difficulty unprompted and have the least power to object to being monitored, which is precisely why the check-in has to be theirs to start and theirs to stop.
Four lines we don’t cross
Players are employees, and a training ground is a workplace. EU AI Act Article 5(1)(f) prohibits inferring the emotions of a worker at work, and no amount of consent lifts that — it is an absolute prohibition. The design below is how the product stays useful without going near it, and it is the same answer we give a club, a players’ union and a regulator.
The player starts it
Nothing is captured passively, from a training-ground camera or anywhere else. If the player does not check in, there is no data and no inference — and no note that they didn't.
Signals, not emotion labels
The output is speech rate, response latency, positive language frequency and fatigue indicators against the player's own baseline. EchoDepth does not tell you a player is anxious, and does not report concealed or suppressed states.
Squad level by default
Coaching staff see the group. Individual-level detail reaches medical and welfare staff under existing clinical confidentiality, and goes no further.
Walled off from selection
Output cannot inform selection, substitution, contract, retention or pathway decisions. That is a term of the deployment agreement, not a line in a policy document.
Frequently asked questions
What does EchoDepth Sport actually measure?+
Is the check-in voluntary, and what happens if a player skips it?+
Who sees the output, and can it affect team selection?+
How does this work for academy players under 18?+
See EchoDepth
In Your Club.
Bespoke demonstration for your specific use case — squad check-in, player welfare or academy governance. We will also tell you what we would decline to deploy.
Book Demo