Evidence Receipts
Every decision backed by cryptographic proof. Trace lineage from source data to realized value.

Receipt Architecture

Lineage Tracking
Direct links to source queries in Snowflake, Databricks, and ServiceNow.
Cryptographic Hash
SHA-256 content hashing ensures data has not been tampered with.
Freshness Guarantees
ISO-8601 duration tracking prevents stale data usage.
Confidence Scores
ML-driven confidence metrics (0.0-1.0) for every automated insight.