UndercastAI discovers your data, builds governed semantic models, and powers Euclid—an AI analytics agent that checks verified queries first, scores every answer for trust, and improves with feedback.
Built for modern data stacks
No black-box AI, no ungoverned SQL, no unverified answers—AI analytics with governance, trust scoring, and feedback built in.
Point at Snowflake. AI scans your tables, infers dimensions and measures, and proposes metrics and semantic models—so you start with structure, not guesswork.
Create governed semantic views (draft → approved). Curate verified question–SQL pairs so Euclid checks known-good answers first before generating anything new.
Ask questions in plain English. Euclid tries verified queries first; if no match, it generates SQL from your governed semantic models and flags it for review.
Every answer gets a trust score with five-part confidence breakdown. Rate results, track accuracy trends, and feed improvements back into the system.
Data quality, query correctness, business logic, freshness, and coverage—scored on every answer.
Euclid checks curated question–SQL pairs before generating anything. Known-good answers surface instantly.
Every response is traceable, ratable, and backed by governed semantic views with full lineage.
Discovery, governance, AI analytics, trust, and metrics—all connected.
5-step wizard: connect your warehouse, add business context, scan tables, review AI-proposed metrics and semantic models, and apply them to create governed views and Cortex agents.
Ask questions in plain English. Euclid checks verified question–SQL pairs first; if no match, it generates SQL from governed semantic views and flags new queries for review.
Track query accuracy, trust scores, and model health in real time. See issues by category, review flagged queries, rate answers, and close the feedback loop.
Define metrics with dimensions and measures. Schedule execution in Snowflake, get per-metric tables and roll-up views (L7, L30), and track lineage back to source.
Automatic monitoring
Schedule recurring scans of your warehouse. Detect new tables, dropped columns, and schema changes before they break anything.
Continuous learning
AI analyzes problem areas and suggests verified queries, structural changes, and semantic view improvements—ranked by impact and ready to apply.
Governed by default
Define row-level policies on Euclid queries. Assign users, test filters, and ensure the AI agent respects data access boundaries.
Discover your data, govern it, and let Euclid answer questions with verified accuracy and full auditability.
Most teams connect Snowflake and run the AI discovery wizard in minutes. You review proposed metrics and semantic models, approve them, and Euclid is ready to answer questions immediately.
Euclid is UndercastAI’s AI analytics agent. It takes natural-language questions, checks a library of verified question–SQL pairs first, and only generates new SQL from governed semantic views when no match exists. Every answer includes a five-part trust score.
Verified queries are curated question–SQL pairs that have been reviewed and approved. When a user asks Euclid a question, it checks these first—so known-good answers surface instantly without generating new SQL.
Every Euclid response gets a five-part confidence score covering data quality, query correctness, business logic alignment, data freshness, and coverage. Users can also rate answers, and feedback feeds back into the improvement queue.
Your data stays in your warehouse. UndercastAI creates governed semantic views and runs SQL in Snowflake—we never copy or move your data to another store.