Text-to-SQL, semantic layers & data agents
Text-to-SQL, semantic layers & data agents covers governed semantic/metric layers plus text-to-SQL engines and data-analyst agents that let people and agents query warehouses and databases correctly (structured retrieval, often exposed over MCP).
In brief
Text-to-SQL, semantic layers & data agents, in brief.
What it isText-to-SQL, semantic layers & data agents covers governed semantic/metric layers plus text-to-SQL engines and data-analyst agents that let people and agents query warehouses and databases correctly (structured retrieval, often exposed over MCP).
Where it sitsOne of 11 categories in the Retrieval layer. Retrieval is how an AI system finds the right information at the moment it needs it: web search APIs, vector databases, full-text search engines, crawlers, and the frameworks that tie them into an answer.
What we track34 products, including AI2sql, Amazon Quick Suite (formerly Amazon Q in QuickSight), AtScale (universal semantic layer), Chat2DB and Cube (semantic layer, OSS core + Cube Cloud / D3 agents).
The products
34 products in Text-to-SQL, semantic layers & data agents.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Text-to-SQL, semantic layers & data agents, answered.
What is Text-to-SQL, semantic layers & data agents in AI infrastructure?Text-to-SQL, semantic layers & data agents covers governed semantic/metric layers plus text-to-SQL engines and data-analyst agents that let people and agents query warehouses and databases correctly (structured retrieval, often exposed over MCP).
Which layer of AI infrastructure is Text-to-SQL, semantic layers & data agents in?Text-to-SQL, semantic layers & data agents is in the Retrieval layer. Retrieval is how an AI system finds the right information at the moment it needs it: web search APIs, vector databases, full-text search engines, crawlers, and the frameworks that tie them into an answer.
Which products are in Text-to-SQL, semantic layers & data agents?We track 34 products in Text-to-SQL, semantic layers & data agents, including AI2sql, Amazon Quick Suite (formerly Amazon Q in QuickSight), AtScale (universal semantic layer), Chat2DB, Cube (semantic layer, OSS core + Cube Cloud / D3 agents), Databricks AI/BI Genie (+ Unity Catalog metric views), DB-GPT and dbt Semantic Layer / MetricFlow. The full list is on this page.