DevOps & SRE

Agentic incident response

Agentic tool-using workflow for incident triage and remediation planning.

task.agentic_multi_step_completiontask.tool_selection_planning

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

Provisional leader

gpt-5-2025-08-07

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

26.3%

Best benchmark score

34.1%

Confidence

All ranked models — top 3

🥇

gpt-5-2025-08-07

26.3%

🥈

gemini-2.5-pro

24.3%

🥉

claude-sonnet-4

22.3%

Ranked Models

Evidence Quality

81%

Evidence Points

Top Signal

GAIA Results Public: score

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	gpt-5-2025-08-07 Strong on GAIA Results Public score and SWE-bench Verified Leaderboard swe_verified_resolved_pct	26.3%	34%	—	GAIA Results PublicSWE-bench Verified Leaderboard
🥈	gemini-2.5-pro Strong on Galileo Agent Leaderboard v2 Avg AC and FACTS Benchmark Suite facts_grounding_score_pct	24.3%	35%	$3.44	Galileo Agent Leaderboard v2FACTS Benchmark Suite
🥉	claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg AC and SWE-bench Verified Leaderboard swe_verified_resolved_pct	22.3%	33%	$6.00	Galileo Agent Leaderboard v2SWE-bench Verified Leaderboard
#4	gpt-4.1-20250414 Strong on Galileo Agent Leaderboard v2 Avg AC and MMLongBench-Doc Leaderboard acc_score_pct	22.3%	33%	—	Galileo Agent Leaderboard v2MMLongBench-Doc Leaderboard
#5	gemini-3.1-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and FACTS Benchmark Suite facts_search_score_pct	22.1%	25%	$4.50	Vals Finance AgentFACTS Benchmark Suite
#6	Grok-4-0709 Strong on Galileo Agent Leaderboard v2 Avg AC and Vals CorpFin v2 overall_accuracy_pct	19.8%	29%	—	Galileo Agent Leaderboard v2Vals CorpFin v2
#7	gpt-5-mini-2025-08-07 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals Finance Agent overall_accuracy_pct	19.3%	30%	—	SWE-bench Verified LeaderboardVals Finance Agent
#8	gemini-3-pro-preview Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals Finance Agent overall_accuracy_pct	19.3%	26%	$4.50	SWE-bench Verified LeaderboardVals Finance Agent
#9	gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and SWE-bench Verified Leaderboard swe_verified_resolved_pct	18.6%	22%	—	FACTS Benchmark SuiteSWE-bench Verified Leaderboard
#10	claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	17.7%	26%	$6.00	Vals Finance AgentVals CorpFin v2
#11	gemini-3-flash-preview Strong on Vals CorpFin v2 overall_accuracy_pct and FACTS Benchmark Suite facts_grounding_score_pct	16.9%	23%	$1.13	Vals CorpFin v2FACTS Benchmark Suite
#12	claude-opus-4-5-20251101 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and FACTS Benchmark Suite facts_grounding_score_pct	16.7%	24%	—	SWE-bench Verified LeaderboardFACTS Benchmark Suite
#13	o3-20250416 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals CorpFin v2 overall_accuracy_pct	15.6%	26%	$3.50	SWE-bench Verified LeaderboardVals CorpFin v2
#14	gemini-3.1-flash-lite-preview Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	15.5%	23%	$0.56	FACTS Benchmark SuiteVectara HHEM Leaderboard
#15	kimi-k2.5-thinking Strong on OSWorld Official Leaderboard overall_score_pct and Vals CorpFin v2 overall_accuracy_pct	15.4%	24%	—	OSWorld Official LeaderboardVals CorpFin v2
#16	claude-opus-4-6 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and AgentSet LLM Leaderboard elo_score	15.3%	19%	$10.00	SWE-bench Verified LeaderboardAgentSet LLM Leaderboard
#17	gemini-2.5-flash Strong on Galileo Agent Leaderboard v2 Avg AC and FACTS Benchmark Suite facts_grounding_score_pct	14.7%	26%	$0.17	Galileo Agent Leaderboard v2FACTS Benchmark Suite
#18	gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	14.5%	18%	—	Vectara HHEM LeaderboardVals CorpFin v2
#19	gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	13.1%	20%	—	Vals Finance AgentVals CorpFin v2
#20	grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	13.0%	25%	$0.28	Vals CorpFin v2Vals Finance Agent
#22	grok-4-1-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	11.7%	17%	$0.28	Vals CorpFin v2Vals Finance Agent
#23	gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Avg AC and Vals CorpFin v2 overall_accuracy_pct	11.0%	16%	—	Galileo Agent Leaderboard v2Vals CorpFin v2
#24	Kimi K2 Thinking Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals CorpFin v2 overall_accuracy_pct	10.9%	23%	$1.07	SWE-bench Verified LeaderboardVals CorpFin v2
#25	claude-opus-4-6-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	10.8%	12%	—	Vals CorpFin v2Vals Finance Agent
#26	grok-3 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	10.0%	14%	$6.00	Vectara HHEM LeaderboardVals CorpFin v2
#27	claude-opus-4-5-20251101-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	10.0%	12%	—	Vals Finance AgentVals CorpFin v2
#28	o4-mini Strong on Vals CorpFin v2 overall_accuracy_pct and SWE-bench Verified Leaderboard swe_verified_resolved_pct	9.8%	22%	$1.93	Vals CorpFin v2SWE-bench Verified Leaderboard
#30	deepseek-v3 Strong on Galileo Agent Leaderboard v2 Avg AC and Vectara HHEM Leaderboard overall_hallucination_error_pct	9.7%	16%	—	Galileo Agent Leaderboard v2Vectara HHEM Leaderboard
#31	gemini-2.5-flash-lite Strong on Galileo Agent Leaderboard v2 Avg AC and Vectara HHEM Leaderboard overall_hallucination_error_pct	9.7%	14%	$0.17	Galileo Agent Leaderboard v2Vectara HHEM Leaderboard
#32	claude-sonnet-4-5-20250929-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	9.3%	12%	—	Vals Finance AgentVals 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

43 rows · 1.2% avg lift

Vals Tax Eval v2

33 rows · 0.3% avg lift

Vals Finance Agent

31 rows · 1.1% avg lift

Vals Legal Bench

31 rows · 0.3% avg lift

Missing frontier models

No obvious gaps right now.

▶Taxonomy & task details

Core tasks

task.agentic_multi_step_completiontask.tool_selection_planning

Required modes

mode.tool_calling

Domains

domain.devops_sre

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