The text-to-SQL wave (2023-2024)
A wave of startups tried to let users query databases in natural language. Most hit the same wall: generated SQL looked plausible but was wrong on real schemas, and users had no way to verify it.
Many of these tools failed to gain enterprise traction.
The category earned a reputation for unreliable accuracy, which became the benchmark any successor must beat.
Claude Dashboards addresses the trust problem directly by showing the SQL query behind every chart, making auditability a feature rather than an afterthought.
