DevOps & SRE

Incident summary

Summarize incidents into impact, timeline, and next actions.

task.incident_summarytask.timeline_extraction

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

Provisional leader

claude-sonnet-4

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

26.8%

Best benchmark score

36.4%

Confidence

All ranked models — top 3

🥇

claude-sonnet-4

26.8%

🥈

gpt-4.1-20250414

26.4%

🥉

gemini-2.5-pro

23.2%

Ranked Models

Evidence Quality

80%

Evidence Points

Top Signal

Galileo Agent Leaderboard v2: Avg AC

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg AC and SWE-bench Verified Leaderboard swe_verified_resolved_pct	26.8%	36%	$6.00	Galileo Agent Leaderboard v2SWE-bench Verified Leaderboard
🥈	gpt-4.1-20250414 Strong on Galileo Agent Leaderboard v2 Avg AC and MMLongBench-Doc Leaderboard acc_score_pct	26.4%	38%	—	Galileo Agent Leaderboard v2MMLongBench-Doc Leaderboard
🥉	gemini-2.5-pro Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Galileo Agent Leaderboard v2 Avg AC	23.2%	33%	$3.44	SWE-bench Verified LeaderboardGalileo Agent Leaderboard v2
#4	gpt-5-2025-08-07 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct	21.3%	26%	—	SWE-bench Verified LeaderboardAider Polyglot Leaderboard
#5	gemini-3-pro-preview Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and BFCL Multi-turn Official Multi Turn Acc	19.0%	24%	$4.50	SWE-bench Verified LeaderboardBFCL Multi-turn Official
#6	gpt-5.2-2025-12-11 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and BFCL Multi-turn Official Multi Turn Acc	18.5%	22%	—	SWE-bench Verified LeaderboardBFCL Multi-turn Official
#7	o3-20250416 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and OSWorld Official Leaderboard overall_score_pct	18.4%	29%	$3.50	SWE-bench Verified LeaderboardOSWorld Official Leaderboard
#8	Grok-4-0709 Strong on Galileo Agent Leaderboard v2 Avg AC and Galileo Agent Leaderboard v2 Avg TSQ	17.5%	27%	—	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#9	gpt-5-mini-2025-08-07 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals MedQA overall_accuracy_pct	17.3%	25%	—	SWE-bench Verified LeaderboardVals MedQA
#10	gpt-4o Strong on MEGA-Bench app:Planning and JSONSchemaBench Leaderboard medium_schema_compliance_pct	17.3%	25%	$0.26	MEGA-BenchJSONSchemaBench Leaderboard
#11	claude-opus-4-5-20251101 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals Mortgage Tax overall_accuracy_pct	16.4%	22%	—	SWE-bench Verified LeaderboardVals Mortgage Tax
#12	qwen-2.5-72b-instruct Strong on Galileo Agent Leaderboard v2 Avg AC and DuckDB NSQL Leaderboard all_execution_accuracy	16.2%	22%	—	Galileo Agent Leaderboard v2DuckDB NSQL Leaderboard
#13	gemini-3.1-pro-preview Strong on FACTS Benchmark Suite average_score_pct and Vals Mortgage Tax overall_accuracy_pct	14.7%	16%	$4.50	FACTS Benchmark SuiteVals Mortgage Tax
#14	gpt-4o-20241120 Strong on MMLongBench-Doc Leaderboard acc_score_pct and DuckDB NSQL Leaderboard all_execution_accuracy	14.5%	26%	—	MMLongBench-Doc LeaderboardDuckDB NSQL Leaderboard
#15	gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Avg AC and SWE-bench Verified Leaderboard swe_verified_resolved_pct	14.1%	22%	—	Galileo Agent Leaderboard v2SWE-bench Verified Leaderboard
#16	Kimi-K2-Instruct Strong on Galileo Agent Leaderboard v2 Avg AC and SWE-bench Verified Leaderboard swe_verified_resolved_pct	13.9%	19%	—	Galileo Agent Leaderboard v2SWE-bench Verified Leaderboard
#17	gpt-4.1 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and DuckDB NSQL Leaderboard all_execution_accuracy	13.5%	16%	$3.50	SWE-bench Verified LeaderboardDuckDB NSQL Leaderboard
#18	kimi-k2.5-thinking Strong on OSWorld Official Leaderboard overall_score_pct and Vals CorpFin v2 overall_accuracy_pct	13.5%	17%	—	OSWorld Official LeaderboardVals CorpFin v2
#19	gemini-2.5-flash Strong on Galileo Agent Leaderboard v2 Avg AC and Galileo Agent Leaderboard v2 Avg TSQ	13.0%	22%	$0.17	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#20	o4-mini Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct	12.9%	23%	$1.93	SWE-bench Verified LeaderboardAider Polyglot Leaderboard
#21	Kimi K2 Thinking Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Vals MedQA overall_accuracy_pct	12.3%	17%	$1.07	SWE-bench Verified LeaderboardVals MedQA
#22	gemini-3-flash-preview Strong on Vals Legal Bench overall_accuracy_pct and Vals MedQA overall_accuracy_pct	11.9%	15%	$1.13	Vals Legal BenchVals MedQA
#23	claude-opus-4 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and Aider Polyglot Leaderboard percent_correct_pct	11.9%	15%	$10.00	SWE-bench Verified LeaderboardAider Polyglot Leaderboard
#24	gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals MedQA overall_accuracy_pct	11.2%	13%	—	Vectara HHEM LeaderboardVals MedQA
#25	gpt-5.1-2025-11-13 Strong on Vals Case Law v2 overall_accuracy_pct and Vals MedScribe overall_accuracy_pct	10.9%	14%	—	Vals Case Law v2Vals MedScribe
#26	claude-sonnet-4.6 Strong on Vals Tax Eval v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	10.8%	13%	$6.00	Vals Tax Eval v2Vals Finance Agent
#29	grok-4-1-fast-reasoning Strong on BFCL Multi-turn Official Multi Turn Acc and Vals CorpFin v2 overall_accuracy_pct	10.3%	16%	$0.28	BFCL Multi-turn OfficialVals CorpFin v2
#30	claude-opus-4-6-thinking Strong on Vals SWE-bench overall_accuracy_pct and Vals Mortgage Tax overall_accuracy_pct	10.2%	11%	—	Vals SWE-benchVals Mortgage Tax
#31	claude-opus-4-6 Strong on SWE-bench Verified Leaderboard swe_verified_resolved_pct and AgentSet LLM Leaderboard elo_score	10.1%	12%	$10.00	SWE-bench Verified LeaderboardAgentSet LLM Leaderboard
#32	gpt-4o-mini-2024-07-18 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and LLM Trustworthy Leaderboard privacy	10.1%	19%	—	DuckDB NSQL LeaderboardLLM Trustworthy Leaderboard

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 Legal Bench

39 rows · 0.5% avg lift

Vals GPQA

38 rows · 0.4% avg lift

Vals Tax Eval v2

37 rows · 0.5% avg lift

Vals LiveCodeBench

37 rows · 0.4% avg lift

Missing frontier models

No obvious gaps right now.

▶Taxonomy & task details

Core tasks

task.incident_summarytask.timeline_extraction

Required modes

mode.long_context

Domains

domain.devops_sre

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