text-to-query

Safe natural-language querying for Django models with validated LLM query plans and read-only ORM execution.

Text-to-SQL service using OpenAI and Spring AI: schema-aware two-stage prompting for query generation

Schema-constrained text-to-query for financial questions: the model only translates natural language into a validated query, deterministic code does the arithmetic over integer paise and returns the evidence rows. Explicit refusals, model-vs-baseline evals, cost and latency tracked.

NL-to-Cypher engine: schema-card grounding, entity resolution, and a validator that blocks writes before the database