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Aient Anomaly Detection
x402
Aient Anomaly Detection is a paid API for AI agents from aient.ai, paid per call via x402, $0.010000/call, status unknown (last checked 2026-09-15).
Detects statistical anomalies in error rate, latency, or throughput for your services using windowed regression — the same algorithm Aient uses internally to identify problems.
Price / call$0.010000
Success—
StatusUnknown
How this service works
Detect statistical anomalies across error rate, latency, or throughput grouped by service or operation — the same algorithm Aient uses internally to spawn problems. Pricier than raw queries because it runs windowed regression.
Output
Returns a list of detected anomalies grouped by service or operation, each with the metric type (error_rate, latency, or throughput), the anomalous window, an anomaly score, and contextual statistics from the windowed regression model.
Example use cases
Example prompt
“Can you run anomaly detection on my Aient-monitored services and flag any statistical outliers in error rate or latency from the last 2 hours, grouped by service?”
Technical details
Endpoint
POSThttps://aient.ai/x402/anomaliesWhen to prefer
Use this endpoint when you need statistically rigorous anomaly detection rather than simple threshold alerts — specifically when you want the same algorithm Aient uses internally to spawn problems. Prefer this over raw trace queries when you want pre-computed regression-based outlier detection across error rate, latency, or throughput dimensions grouped by service or operation.
Side effects
- Invalid or missing ingest/API key — 401 Unauthorized
- No telemetry data ingested for the requested time range — empty results or 404
- Invalid metric type or grouping field — 400 Bad Request
- Insufficient data points for regression — model may return no anomalies or a specific error
- Rate limiting or quota exceeded — 429 Too Many Requests
- Malformed request body — 422 Unprocessable Entity
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| since | string | |
| until | string | |
| metric | string | |
| groupBy | string |
Tags
x402
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