DevOps & SRE

Runbook step assistant

Suggest safe runbook steps and escalation points grounded in docs.

task.runbook_step_suggestiontask.rag_answer_no_citations

Evidence quality is currently limited for this use case. Rankings below are useful for exploration, not a strong winner claim.

Provisional leader

gemini-2.5-pro

Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.

34.3%

Best benchmark score

49.5%

Confidence

All ranked models — top 3

🥇

gemini-2.5-pro

34.3%

🥈

gemini-3.1-pro-preview

34.1%

🥉

gpt-5-2025-08-07

31.9%

Ranked Models

Evidence Quality

84%

Evidence Points

Top Signal

FACTS Benchmark Suite: facts_grounding_score_pct

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	gemini-2.5-pro Strong on FACTS Benchmark Suite facts_grounding_score_pct and SWE-bench Verified Leaderboard swe_verified_resolved_pct	34.3%	50%	$3.44	FACTS Benchmark SuiteSWE-bench Verified Leaderboard
🥈	gemini-3.1-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and FACTS Benchmark Suite facts_search_score_pct	34.1%	39%	$4.50	Vals Finance AgentFACTS Benchmark Suite
🥉	gpt-5-2025-08-07 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and FACTS Benchmark Suite facts_grounding_score_pct	31.9%	42%	—	SWE-bench Verified LeaderboardFACTS Benchmark Suite
#4	gpt-5-mini-2025-08-07 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals Finance Agent overall_accuracy_pct	29.8%	47%	—	SWE-bench Verified LeaderboardVals Finance Agent
#5	claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg AC and SWE-bench Verified Leaderboard swe_verified_resolved_pct	28.7%	45%	$6.00	Galileo Agent Leaderboard v2SWE-bench Verified Leaderboard
#6	gemini-3-pro-preview Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals Finance Agent overall_accuracy_pct	27.8%	38%	$4.50	SWE-bench Verified LeaderboardVals Finance Agent
#7	gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and SWE-bench Verified Leaderboard swe_verified_resolved_pct	27.5%	33%	—	FACTS Benchmark SuiteSWE-bench Verified Leaderboard
#8	Grok-4-0709 Strong on Vals CorpFin v2 overall_accuracy_pct and Galileo Agent Leaderboard v2 Avg AC	26.4%	39%	—	Vals CorpFin v2Galileo Agent Leaderboard v2
#9	gpt-4.1-20250414 Strong on Galileo Agent Leaderboard v2 Avg AC and Vectara HHEM Leaderboard overall_hallucination_error_pct	26.2%	39%	—	Galileo Agent Leaderboard v2Vectara HHEM Leaderboard
#10	gemini-3-flash-preview Strong on Vals CorpFin v2 overall_accuracy_pct and FACTS Benchmark Suite facts_grounding_score_pct	26.0%	35%	$1.13	Vals CorpFin v2FACTS Benchmark Suite
#11	claude-opus-4-5-20251101 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and FACTS Benchmark Suite facts_grounding_score_pct	25.3%	35%	—	SWE-bench Verified LeaderboardFACTS Benchmark Suite
#12	gemini-3.1-flash-lite-preview Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	23.9%	35%	$0.56	FACTS Benchmark SuiteVectara HHEM Leaderboard
#13	claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	23.7%	30%	$6.00	Vals Finance AgentVals CorpFin v2
#14	o3-20250416 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals CorpFin v2 overall_accuracy_pct	23.2%	37%	$3.50	SWE-bench Verified LeaderboardVals CorpFin v2
#15	gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	22.3%	28%	—	Vectara HHEM LeaderboardVals CorpFin v2
#16	gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	20.1%	31%	—	Vals Finance AgentVals CorpFin v2
#17	grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	20.0%	38%	$0.28	Vals CorpFin v2Vals Finance Agent
#18	gemini-2.5-flash Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	18.9%	33%	$0.17	FACTS Benchmark SuiteVectara HHEM Leaderboard
#19	kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and OSWorld Official Leaderboard overall_score_pct	18.6%	25%	—	Vals CorpFin v2OSWorld Official Leaderboard
#20	claude-opus-4-6-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	16.6%	18%	—	Vals CorpFin v2Vals Finance Agent
#21	grok-4-1-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	16.5%	25%	$0.28	Vals CorpFin v2Vals Finance Agent
#22	grok-3 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	15.4%	22%	$6.00	Vectara HHEM LeaderboardVals CorpFin v2
#23	claude-opus-4-5-20251101-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	15.3%	18%	—	Vals Finance AgentVals CorpFin v2
#24	Kimi K2 Thinking Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals CorpFin v2 overall_accuracy_pct	15.1%	25%	$1.07	SWE-bench Verified LeaderboardVals CorpFin v2
#25	o4-mini Strong on Vals CorpFin v2 overall_accuracy_pct and SWE-bench Verified Leaderboard swe_verified_resolved_pct	14.7%	33%	$1.93	Vals CorpFin v2SWE-bench Verified Leaderboard
#26	claude-opus-4-6 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and AgentSet LLM Leaderboard elo_score	14.4%	19%	$10.00	SWE-bench Verified LeaderboardAgentSet LLM Leaderboard
#27	claude-sonnet-4-5-20250929-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	14.4%	18%	—	Vals Finance AgentVals CorpFin v2
#29	grok-4.20-0309-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	14.0%	18%	—	Vals CorpFin v2Vals Finance Agent
#30	glm-5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	14.0%	20%	—	Vals CorpFin v2Vals Finance Agent
#32	gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Avg AC and Vals CorpFin v2 overall_accuracy_pct	13.3%	20%	—	Galileo Agent Leaderboard v2Vals CorpFin v2

Compare Models

Select two different models above to compare their evidence side by side.

▶Ranking diagnostics & missing models

Source lift

Ranked

Sources

Quality

Low

Vals CorpFin v2

44 rows · 1.6% avg lift

Vals MedQA

35 rows · 0.4% avg lift

Vals Tax Eval v2

34 rows · 0.4% avg lift

Vals LiveCodeBench

33 rows · 0.3% avg lift

Missing frontier models

No obvious gaps right now.

▶Taxonomy & task details

Core tasks

task.runbook_step_suggestiontask.rag_answer_no_citations

Required modes

none

Domains

domain.devops_sre

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