SaaS & AIPrototype · client engagement
Natural-Language Banking Data Assistant (Text-to-SQL)
Business users ask questions about banking data in plain English and get SQL-backed answers rendered as charts.
Developed by Talha Saleem private build
Confidential client build
Natural-Language Banking Data Assistant (Text-to-SQL)
- LLM chat
- Text-to-SQL
- Auto charts
- Golden records
01The problem
Business users couldn't query warehouse data without writing SQL or waiting on analysts.
02My contribution
Developer on the prototype: LLM chat with function calling over a self-hosted text-to-SQL engine, and the admin pages.
03Outcome
A working prototype with automatic chart selection, deployed to AWS ECS with Terraform.
04Tech stack
- Python
- Streamlit
- LangChain
- Azure OpenAI
- Snowflake
- ECharts
- Terraform
- AWS ECS
Developed by Talha Saleem
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