# Perpetual ML — Vendor Intelligence Profile
> Source: Vedex (https://vedex.ai) | Generated: 2026-10-05T11:48:32.551Z

## Overview

- **Description**: Perpetual ML Suite empowers machine learning and data science teams with a suite of tools to improve the MLOps lifecycle. It brings state-of-the-art machine learning and decision science to where your data lives.

Features:
- Integrated Marimo notebooks (upcoming)
- Easy data preview
- Automated descriptive analytics
- Automated data quality checks
- Automated model training with PerpetualBooster: github.com/perpetual-ml/perpetual
    * The top-performing algorithm on the AutoML benchmark
    * Designed for large-scale datasets
- Experiment tracking
- Automated full predictive distribution without retraining to optimize user defined business objective for the optimal business decisioning
- Automated model deployment
    * Batch inference
    * Real-time inference
- Automated model metric monitoring
- Automated drift detection (alert based on your significance threshold)
    * Data drift without retraining
    * Concept drift without retraining and without ground truth
- Automated continual learning after drift detection (don't throw away old model)
- Model registry
- Easy compute pool and warehouse management
- **Domain**: perpetual-ml.com
- **Contact Email**: hello@perpetual-ml.com
- **Company Website**: https://perpetual-ml.com

## Categories & Sectors

- **Categories**: AI & ML, Analytics Tools, Asset Valuation, Commerce, Data Quality and Cleansing, Demand Forecasting, Fraud Remediation, Machine Learning, Quantitative Analysis

## Marketplace Presence

- **Source Platforms**: snowflake_marketplace
- **Platform Count**: 1

## Intelligence Scores

- **Vendor Score**: 19.2
- **Market Presence**: 18.8
- **Integration**: 20
- **Business Maturity**: 3.2

## Links

- Vedex Profile: https://vedex.ai/vendor/perpetual-ml-cc4d89
- Due Diligence: https://vedex.ai/due-diligence/perpetual-ml-cc4d89