Defog
Get the answers you need now, with Defog's best-in-class AI data analyst.
Get the answers you need now, with Defog's best-in-class AI data analyst.
Defog embeds into applications as a natural language interface for data queries. Instead of navigating dashboards or writing SQL, users ask questions in plain English to get instant analytics and insights from structured and unstructured data. The platform connects to database schemas while maintaining privacy efog accesses only metadata, not actual customer data. It powers internal analytics tools, SaaS product features, and data exploration workflows by removing technical barriers to data access and converting natural language questions into accurate SQL queries using fine-tuned language models.
Natural language → SQL with high accuracy.
Schema‑aware AI reduces bad queries.
Integrates with Snowflake & MySQL easily.
Self‑host option keeps data internal.
Shows underlying SQL alongside results.
Autovisualization builds charts automatically.
Deploys via Docker in minutes.
Pricing not publicly transparent.
Limited to SQL/structured databases.
Steep learning curve for complex queries.
Smaller user base vs giants (e.g., Copilot).
Setup customization can be time‑consuming.
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