Benchmark Radar
AI BENCHMARK PROFILE

DBA-Bench

General AIKnowledge & Reasoning

A production-fidelity benchmark for LLM-based database operations agents, using instrumented PostgreSQL environments with active workloads and outcome-first evaluation across 106 scenarios.

Released
2026-07-24
Readiness
Paper only
Primary field
General AI

Why it matters

Addresses gaps between evaluation and production database operations, offering a reproducible basis for comparing agent safety and efficacy.

Motivation

LLM-based database agents show promise, but differing task scopes, testbeds, and metrics hinder comparison.

Primary resources

Benchmark Radar records only publicly supported details and links back to primary sources for verification.