Product Portfolio

AI infrastructure products built for Snowflake operators

KloudGen products are opinionated for production environments where performance, governance, and reliability need measurable outcomes.

Product 01

InstaQuery

InstaQuery is an AI-powered SQL optimization layer for Snowflake that analyzes execution plans, identifies regressions, and recommends actionable rewrites aligned to warehouse policies.

Core capabilities

  • Detect high-cost joins, scan-heavy patterns, and unstable query plans
  • Offer deterministic optimization proposals with explainable rationale
  • Generate pre-merge query risk scores for engineering workflows

Enterprise fit

  • Role-based policy controls for optimization approvals
  • Audit logs for SQL rewrites and acceptance decisions
  • Operational telemetry export to existing monitoring stacks

Product 02

Semantiqa

Semantiqa is an automated semantic intelligence platform that continuously validates metrics, dimensions, and model dependencies so BI and AI teams ship trusted outputs faster.

Core capabilities

  • Semantic drift detection across model and dashboard dependencies
  • Impact simulation before metric definition or schema changes
  • Auto-generated governance checks aligned to team standards

Enterprise fit

  • Lineage and ownership graph for compliance-ready reporting
  • CI-compatible semantic validation gates
  • Policy exception workflows with traceable approvals