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Replacing Manual SQL Reporting with Natural Language Interfaces

Behelitai modernized a legacy reporting workflow through constrained query planning and output validation.

Outcome: Lower reporting latency and fewer manual query handoffs.

OperationsSQLAgents

Operations managers relied on analysts for recurring reporting requests, creating queue delays and rework.

Behelitai built a constrained query planner with schema-aware guards and automatic quality checks before response delivery.

The workflow reduced analyst interruptions and improved reporting turnaround for non-technical stakeholders.