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After years as data engineer, I built the tool I wish my colleagues had

After years as data engineer, I built the tool I wish my colleagues had

by salterisp·Jun 18, 2026·2 points·0 comments

AI Analysis

●●SolidShip ItSolve My Problem

Parse-time SQL validation beats confidence scores, but Vanna AI already owns this space.

Strengths
  • Semantic layer architecture prioritized over LLM selection shows thoughtful design
  • Self-hosted deployment addresses enterprise privacy requirements competitors ignore
  • Parse-time validation more reliable than confidence scoring for query accuracy
Weaknesses
  • Text-to-SQL market saturated with established competitors like Vanna AI and Defog
  • Video demo only, no clear evidence of novel architecture beyond standard LLM+SQL pattern
Category
Target Audience

Data engineers, analysts, and business users who need database queries without SQL knowledge

Similar To

Vanna AI · Defog · Dataherald

Post Description

For many years I was feeling my skills and my time were wasted on one-off queries. Requests were coming from everywhere, slack, teams, tickets. At some point I decided that it would be better to build the tool that will save me time. So after studying the last months about AI in general and text to sql concepts more specifically I decided to build Savvina - my daughter's name. Privacy was my first concern building that so I worked towards that with multiple security guardrails. Self-hosted was another security aspect and as one can see at https://www.youtube.com/watch?v=zK-n0cM88vI it takes less than 15 minutes to run your first question. Community edition can be found at https://github.com/savvina-ai/savvina and supports PostgreSQL and MySQL. The biggest thing I learned from this journey is that semantic layer sometimes matters more than the LLM you choose. Or that parse-time query validation is more reliable than confidence scores. If you're tired of being the SQL middleman — or just want fast insights from your data try it on real schemas and tell me where it breaks. File issues, start discussions.

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