Pulsar

6.4easy start · #23of 24
in Model Monitoring Software

Well documentedyes
Runs where you workno

Runs on api, self-hosted.

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Pulsar is ranked #23 of 24 in model monitoring software on The Geeks Club. It runs on API, Self-hosted.

Compared on model monitoring software

Drift monitoring: Yes
Model performance metrics: Yes
Deployment options: self-hosted

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The record

Purpose: Pulsar monitors machine learning models in production, including model drift, concept drift, and model performance.
Audience: The site describes Pulsar as serving software engineers, data scientists, and machine learning engineers.
Community edition: The homepage describes Pulsar as a 100% community edition.
Data ingestion: Pulsar ingests model inputs and outputs into a time series database and supports historical and real-time data.
Database integration: The features page says its current time series database integration is InfluxDB.
Capacity: The features page says Pulsar is built to handle large volumes of ingested data without degraded performance.
Deployment: Pulsar offers an SDK and a containerised data ingestion service that can be integrated into a user's machine.
Metrics: Pulsar calculates data drift and model performance metrics using training data as a baseline.
Alerts: Pulsar's scheduler monitors drift and can trigger standard and customised alerts when performance metrics reach thresholds.
Dashboard: Pulsar includes Grafana for visualising data drift metrics over different time ranges for user-defined features.
Additional integrations: The homepage displays Flask, FastAPI, TensorFlow, Seldon, AWS, Azure, Google Cloud, and Grafana as deployment integration logos.
Cloud marketplaces: The FAQ says Pulsar is being developed to augment Azure and AWS marketplaces.
Support: The help center offers a quick-start guide, guides for creating and managing Pulses, support contact, expert help, and a user community.
Security: The homepage says production data is stored in a safe and reliable environment.

Where it ranks on The Geeks Club

Best Model Monitoring Software in 2026#23 of 24
Best Machine Learning Model Monitoring Software in 2026#16 of 20

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Sources

pulsar.ml· checked 4 Oct 2026
pulsar.ml/features/· checked 4 Oct 2026
pulsar.ml/how-it-works/· checked 4 Oct 2026
pulsar.ml/help-center/· checked 4 Oct 2026
pulsar.ml/our-experts/· checked 7 Oct 2026
rocketscience.one· checked 7 Oct 2026