Querio positions itself as an “AI data agent” starting at $14,000/year but offering unlimited viewers—making it cost-effective for organizations with large numbers of data consumers. The platform connects directly to Snowflake, BigQuery, and PostgreSQL without data duplication or ETL requirements, maintaining real-time access to source data. Key features include semantic layer definition for business terminology mapping, query result caching for performance, automatic visualization suggestions, and collaborative annotation capabilities. The unlimited viewer model particularly suits organizations where many stakeholders need data access but only a few build queries. Enterprise features include SSO, audit logs, and custom deployment options. Page should cover: pricing model analysis (cost per user at scale), direct database connection architecture, semantic layer configuration, viewer vs builder permissions, performance optimization, and comparison with Seek AI and ThoughtSpot.