Real-time behavioral infrastructure for
prediction markets
One API. Platforms stream session events and get back a stability score, state classification, and intervention tier in under 100ms — catching tilt-driven churn while intervention still works.
Emotional decision-making is the hidden driver of trader churn.
When a trader tilts after a loss, doubles down, or escalates their position size, they don't just hurt their own experience — they churn. Emotional exits after a bad stretch are one of the most common patterns across trading and prediction-market platforms.
Current tools see the trade history after it happens. PlayMind sees the behavioral pattern as it emerges — and gives platforms the signal to act before the trader walks.
This is not a compliance checkbox. It is a retention lever.
How Stability Score works.
Connect your session stream
Send trade events, loss events, and deposit activity through a simple REST API. No SDK required — just a POST request from your existing infrastructure.
Score every session in real time
Our adaptive baseline engine evaluates each event against the trader's session history. Tilt score, risk tier, and recommended action return in under 25ms.
Intervene automatically or manually
Route high-scoring sessions to configurable interventions: nudge → cool-off → limit → block. Platforms stay in control with a full audit trail.
Built for markets where decisions
happen fastest.
Platforms share a critical property: compressed decision velocity. Losses compound in seconds. Tilt escalates across a single event. Emotional patterns surface before traditional risk models can react.
These are the environments where behavioral state detection creates the most value — for trader retention, for regulatory compliance, and for the platform's bottom line.
Prediction Markets
Our primary market today. Event-driven outcomes + leveraged positions amplify emotional volatility. Platforms own their full stack, so integration is direct — no gatekeeper, no regulatory intermediary. Real-time state scoring catches emotional trading decisions mid-session and reduces churn before it compounds.
Where This Goes Next — Sportsbooks
The same behavioral signals apply in a larger market. Longer sales cycles due to regulatory gatekeepers, but the fundamental retention problem is identical. Live betting, same-game parlays, and micro-markets create rapid-fire decision loops where tilt can spiral — and churn happens — in minutes.
One POST request. Full session context.
Send a session event stream. Receive tilt score, risk level, and recommended platform action — in under 25ms.
POST /v1/stability-score
Host: api.playmindlabs.com
Authorization: Bearer sk_live_••••••••••••••
Content-Type: application/json
{
"session_id": "sess_7x2m9p",
"events": [
{ "type": "trade_executed", "amount": 50, "market": "event: election-2028" },
{ "type": "loss_event" },
{ "type": "trade_executed", "amount": 250, "market": "event: superbowl-lix" }
]
}200 OK
{
"tilt_score": 0.82,
"risk_level": "CRITICAL",
"detected_pattern": "loss_chasing",
"recommended_action": "HARD_BLOCK",
"confidence": 0.94,
"latency_ms": 18
}Why PlayMind?
Infrastructure, not a platform
One API — POST /v1/stability-score. That is it. No SDK lock-in, no multi-platform setup. Prediction platforms integrate directly because they own their full stack.
Your data, your thresholds
Every platform calibrates its own signal baselines from its own session data. What counts as normal for a casual trader is different from a high-volume power user. Our baselines adapt per user over time — so you never confuse activity with escalation.
In-session state, not aggregate risk
We score what is happening right now in a trader's session — not chronic patterns, not population aggregates. The same signal that prevents emotional exits also keeps traders coming back.
Ready to reduce trader churn before it compounds?
Join platforms using PlayMind to detect emotional decision-making in real time — and turn churn risk into retention infrastructure.
Or reach us directly at [email protected]