ML Observability & Model Monitoring

Know the moment a model starts to drift.

Monitor classical and tabular models in production for data drift, performance decay, and data-quality issues — with the same audit chain extended to pre-LLM machine learning.

What it does

Production monitoring for every model.

Catch silent failures before they reach your customers or your bottom line.

01

Data & feature drift

Statistical drift detection on inputs and features, by segment, with thresholds you configure.

02

Performance decay

Track accuracy, precision, recall, AUC, and business KPIs as ground truth arrives.

03

Data quality monitoring

Catch missing values, schema changes, and range violations before they reach the model.

04

Prediction monitoring

Watch the distribution of predictions and scores over time, with anomaly alerts.

05

Bias & fairness tracking

Fairness metrics across protected segments, monitored continuously, not just at launch.

06

Segment & cohort analysis

Slice performance and drift by any feature to find exactly where a model is failing.

What it catches

The failures models hide.

Models degrade quietly. Trustra surfaces the drift, decay, and data issues, and records them as evidence.

Data driftConcept driftPerformance decayData-quality breaksPrediction anomaliesFairness regressionsSchema changesSegment failures
0.27
DRIFT SCORE
91.2%
ACCURACY
feature: incomedrift 0.31
feature: regionstable
data quality2 schema changes
fairness gapwithin 0.05
How it connects

One platform. Three ways in.

It runs on the same evidence layer as the AI Flight Recorder, so everything lands on one tamper-evident record. Your raw data is redacted on your machine before anything ships.

Two-line SDK

Instrument in minutes

Drop the Trustra SDK into your app and start recording. pip install trustra

OpenTelemetry

Send your traces

Already emitting OpenTelemetry GenAI traces? Point them at the Trustra endpoint and you are live.

API gateway

Record in real time

Route calls through the Trustra gateway and capture every interaction the moment it happens.

Stop models from failing in silence.

Start free and connect your first model for drift, performance, and data-quality monitoring.

The platform

Explore the rest of the platform