30
/100
F
◔ Limited 3⁄5
Discovery Engine
Discovery Engine is not another AI data analyst that writes pandas or SQL for you. Discovery Engine finds complex patterns in your data - feature interactions, nonlinear thresholds, and meaningful subgroups - without requiring prior hypotheses about what matters. Each pattern is validated on hold-out data, corrected for multiple testing, and checked for novelty against academic literature with citations. This is a computational pipeline, not prompt engineering over data. You cannot replicate what it does by writing pandas code or asking an LLM to look at a CSV. It finds structure that hypothesis-driven analysis misses, because it doesn't start with hypotheses.
Linear
Replicate
pandas
Limited visibility
— 3/5 applicable dimensions scored
○ Schema Quality
✓ Protocol
✓ Reliability
○ Docs & Maintenance
✓ Security Hygiene
— Schema Interpretability
Schema Quality
—
25% weight
Protocol Compliance
10
20% weight
Reliability
—
20% weight
Docs & Maintenance
—
15% weight
Security Hygiene
81
20% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Latest Health Check
Checked 1 week, 3 days ago
Protocol Compliance
Probed 4 weeks, 2 days ago