About the benchmark

Leaderboard

Purpose

Measuring Azure Networking support skill, not generic recall.

Dataset1,000 items
SignalKnowledge + troubleshooting
OutputsLeaderboard + reports

Benchmark Scope

Azure Networking LLM Benchmark

This benchmark evaluates how well language models answer practical Azure Networking support questions. It is designed around the work an Azure networking support engineer performs: identifying supported platform behavior, interpreting symptoms, selecting useful evidence, rejecting plausible but unsupported fixes, and explaining the next action clearly.

The dataset combines deterministic knowledge checks with judged troubleshooting cases. Coverage includes virtual networks, routing, DNS and Private Link, hybrid connectivity, load balancing, network security, diagnostics, and Azure service networking patterns.

The leaderboard reports overall score plus two capability views: Knowledge Base for foundational product knowledge and Troubleshooting for advanced support reasoning. Lower latency is shown separately and is not used as a substitute for answer quality.

Published artifacts are sanitized before being exposed on the website. Tenant identifiers and endpoint values are redacted from website JSON summaries and manifests.

What It Measures

Support-grade reasoning

  • Recognizing supported Azure platform behavior and constraints.
  • Choosing practical next actions for real troubleshooting cases.
  • Using logs, metrics, DNS evidence, routes, and control-plane state.
  • Avoiding plausible fixes that are unsupported or incomplete.

Scoring

Two complementary signals

  • Knowledge Base covers basic and intermediate product knowledge.
  • Troubleshooting covers advanced and expert support scenarios.
  • Deterministic items are exact-scored; open-ended cases are judged against rubrics.
  • Overall score combines the model's scored answers across the selected set.

Coverage

Azure Networking domains

  • Virtual networks, routing, peering, Route Server, and Virtual WAN.
  • Private Link, private endpoints, private DNS, and DNS Resolver.
  • VPN Gateway, ExpressRoute, BGP, NAT, and hybrid path selection.
  • Load balancing, Application Gateway, Front Door, WAF, Firewall, NSGs, and diagnostics.

How To Read It

Leaderboard interpretation

  • Use overall score for a broad first comparison.
  • Use Troubleshooting to compare support-case depth.
  • Use Knowledge Base to compare baseline Azure Networking fluency.
  • Use latency as an operational signal, not as a quality score.

Publication Safety

The public website is intended for benchmark comparison and report browsing. Website JSON copies are redacted for tenant identifiers and endpoint values before publication, while local benchmark output folders can retain full private run metadata for audit and reproducibility.