{"slug":"defog","name":"Defog","domain":"defog.ai","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Defog #8 of 11 for text-to-sql tool. Source: https://modelsagree.com/product/defog (modelsagree.com, CC BY 4.0).","best_rank":8,"categories":1,"entries":[{"slug":"best-text-to-sql-tool","title":"Best text-to-SQL tool","rank":8,"of":11,"score":2,"appearances":1,"modelRanks":{"Gemini":4},"reason":"Optimized for highly regulated environments by allowing self-hosted deployments within a private cloud or on-premise VPC. It runs fine-tuned SQLCoder models locally, ensuring strict data and schema metadata privacy.","reasons":[{"model":"Gemini","reason":"Optimized for highly regulated environments by allowing self-hosted deployments within a private cloud or on-premise VPC. It runs fine-tuned SQLCoder models locally, ensuring strict data and schema metadata privacy."}],"fixes":[{"model":"Gemini","fix":"The smaller local models struggle with complex multi-step analytical reasoning compared to state-of-the-art closed API models, requiring more custom engineering pipelines."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-14","2026-07-15"],"ranks":[6,null]},"api":"https://modelsagree.com/api/v1/best/best-text-to-sql-tool.json"}],"page":"https://modelsagree.com/product/defog","check":"https://modelsagree.com/check?q=Defog","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}