Start Your ML Readiness Assessment
Evaluate your data foundation, governance, and infrastructure for AI success in under 10 minutes.
How the ML Readiness Assessment Works
Rate Your Readiness
Answer a series of quick questions, rating your organization's maturity across five key pillars on a simple 0–5 scale.
See Your Instant Score
Receive your overall ML readiness score and a detailed breakdown for each of the five pillars instantly upon completion.
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Unlock a personalized PDF report with targeted recommendations to improve your data pipelines and accelerate your AI initiatives.
Most enterprises spend millions training models on unready data.
Assessing readiness early saves time, budget, and credibility.
Ensure Your Pipelines Are ML-Ready at the Source
Expanso processes and validates data directly where it’s created, so your models train faster, cost less, and stay compliant before the data ever leaves its source.
The 5 Pillars of ML Data Readiness
Our assessment scores your organization’s ML data maturity across five critical pillars. Each pillar is composed of specific criteria, rated on a 0–5 scale, to provide a comprehensive benchmark of your capabilities.
• Data Foundation & Quality: Assesses completeness, imputation, conformance, deduplication, freshness, and drift monitoring.
• Governance, Security & Compliance: Covers data ownership, lineage, RBAC, consent management, retention policies, and third-party compliance.
• Accessibility & Infrastructure: Evaluates cataloguing, interoperability, scalability, cost controls, and fault tolerance.
• Feature Utility & ML Suitability: Focuses on label quality, signal strength, feature engineering readiness, and training-serving parity.
• Fairness, Bias & Ethics: Examines demographic coverage, bias documentation, sensitive attribute handling, and fairness testing protocols.
The Business Impact of ML-Ready Data
Organizations that make their data pipelines ML-ready at the source see transformative results. By ensuring only high-value, compliant data enters your systems, Expanso helps you achieve similar outcomes.
50-70%
Data Volume Reduction Before Ingest
2x
Faster Time-to-Insight for Analytics
4x
Increase in Developer Productivity
Get Your Personalized ML Readiness Report
Take our 10-minute assessment to benchmark your data pipelines. You'll receive an instant readiness score and a free, in-depth PDF summary with tailored recommendations.