eQube®-ADA (Augmented Data Analytics) provides advanced and predictive analytics that automates data discovery using Machine Learning and advanced statistical techniques. It enables organizations to uncover patterns, clusters, anomalies, textual insights, forecasts, time series trends, and similarities across large and complex datasets, turning raw data into actionable intelligence.
Task-Driven ML Pipelines, Built for Reuse
eQube®-ADA enables analytics to be defined as task-specific analysis pipelines, where multiple ML and statistical techniques are orchestrated as steps in a single workflow. Built on proven frameworks such as scikit-learn, Dask, statsmodels, and Spark-ML, these pipelines produce trained models and enriched datasets that can be reused, operationalized, and consistently applied across use cases.
Augmented Semantics and Platform-Wide Consumption
eQube®-ADA enables augmented semantic modeling, which automatically discovers data structures and generates semantic models, reducing manual effort and accelerating insight delivery. The resulting models, datasets, and insights are exposed through REST APIs and seamlessly consumed across the eQube® platform, including eQube®-MI, eQube®-BI, and eQube®-DP. This extends value across data profiling, data quality, harmonization, modeling, enrichment, metadata development, and data cataloging.
USE CASES
- Predict and Prevent Issues
- Turn Insights into Action
- Enable Domain Experts
- Modernize Without Disruption
- Embed Intelligence Everywhere
- Accelerate Insight to Value
Move from firefighting to foresight with predictive intelligence
Detect anomalies and early warning signals before failures occur
Reduce unplanned downtime and operational risk
Shift from reactive responses to predictive operations
Transform predictions into real-time business decisions
Trigger workflows, alerts, and decisions based on ML predictions
Embed intelligence directly into operational systems
Drive measurable outcomes, not just analytical reports
Democratize ML and empower domain experts to deliver insights
Empower citizen data scientists with low code ML capabilities
Reduce dependency on specialized data science teams
Deliver faster, more relevant business insights
Modernize analytics without breaking what already works
Work directly with live enterprise applications and data
Avoid rebuilding data warehouses or analytics stacks
Modernize analytics while preserving business continuity
Deliver trusted intelligence directly into everyday workflows
Surface insights inside dashboards, apps, and workflows
Ensure consistent, governed decision making at scale
Expand analytics adoption across the enterprise
Shorten the path from experimentation to measurable impact
Move quickly from experimentation to production
Reuse models and insights across multiple use cases
Continuously improve outcomes with monitored ML models
KEY CAPABILITIES
Why Customers Choose eQube®-ADA
eQube®-ADA is built for organizations that want analytics that drive action, not disconnected ML experiments. It enables teams to operationalize Machine Learning across real business workflows securely, at scale, and without disrupting existing systems, so insights consistently translate into measurable outcomes.
Purpose-Built for Complex, Engineering-Led Enterprises