# Unified Search Ranking Benchmark and Tuning Report

Corpus

• File: src/AdvisoryAI/__Tests/StellaOps.AdvisoryAI.Tests/TestData/unified-search-quality-corpus.json
• Cases: 250 queries
• Archetypes: cve_lookup, package_image, documentation, doctor_diagnostic, policy_search, audit_timeline, cross_domain, conversational_followup
• Labels: relevance grades 0..3

Metrics

• Precision@1, @3, @5, @10
• Recall@10
• NDCG@10
• Entity-card top hit accuracy
• Cross-domain recall
• Ranking stability hash (SHA-256)

Quality Gates

• P@1 >= 0.80
• NDCG@10 >= 0.70
• Entity-card accuracy >= 0.85
• Cross-domain recall >= 0.60

Tuning Method

• Deterministic grid search over weighting parameters used by DomainWeightCalculator.
• Parameter ranges:
  • CveBoostFindings: {0.35, 0.45}
  • CveBoostVex: {0.30, 0.38}
  • PackageBoostGraph: {0.20, 0.36, 0.48}
  • PackageBoostScanner: {0.12, 0.28, 0.40}
  • AuditBoostTimeline: {0.10, 0.24, 0.34}
  • PolicyBoostPolicy: {0.30, 0.38}
• Tie-breakers: NDCG@10, then P@1, then stability hash.

Baseline vs Tuned

Values populated from UnifiedSearchQualityBenchmarkTests output.

Reference hashes from benchmark output:

• Baseline: FF32EBE1DF1705A524B20B5A114B0CF496F1CA05147FC9FD869312903B8F40E9
• Tuned defaults: B5A12ACFE304E6A4620BBB2E9280FEE2E29E952B3E832F92C69FFA10760DA957

Tuned Defaults Applied

• UnifiedSearchOptions.BaseDomainWeights
  • knowledge=1.05, findings=1.20, vex=1.15, policy=1.10, graph=1.15, timeline=1.05, scanner=1.10, opsmemory=1.05
• UnifiedSearchOptions.Weighting
  • cve/security/policy/troubleshoot/package/audit/role boosts aligned with tuned values in UnifiedSearchOptions.cs

Determinism

• Repeat runs produce identical stability hash for fixed corpus + options.
• Fast subset (50 queries) and full suite (250 queries) both run in CI lanes.