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devops_sre

Agentic incident response

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

#1 Recommendation

gemini-2.5-pro

Strong on Galileo Agent Leaderboard v2 Avg AC (59%) and FACTS Benchmark Suite facts_grounding_score_pct (100%)

external/google/gemini-2-5-pro

23.4%

Score

34.3%

Confidence

Limited benchmark evidence for this use case.

45 ranked models with average evidence of 15.9 points. Rankings may shift as more benchmark data is ingested.

Ranked Models

30

Evidence Quality

81%

Scoring

Benchmark-backed

Top Signal

Galileo Agent Leaderboard v2: Avg AC

All Ranked Models

Max params:
Min confidence:
30 of 30
RankModelScore
#1gemini-2.5-pro

Strong on Galileo Agent Leaderboard v2 Avg AC (59%) and FACTS Benchmark Suite facts_grounding_score_pct (100%)

23.4%
#2gpt-4.1-20250414

Strong on Galileo Agent Leaderboard v2 Avg AC (100%) and MMLongBench-Doc Leaderboard acc_score_pct (75%)

23.1%
#3gemini-3-pro-preview

Strong on FACTS Benchmark Suite facts_grounding_score_pct (88%) and FACTS Benchmark Suite facts_search_score_pct (100%)

22.7%
#4Grok-4-0709
19.6%
#5anthropic/claude-sonnet-4.6
19.5%
#6claude-sonnet-4-20250514
18.7%
#7kimi/kimi-k2.5-thinking
16.8%
#8gpt-5-mini-2025-08-07
16.6%
#9gpt-5-2025-08-07
16.3%
#10google/gemini-3.1-pro-preview
15.5%
#11openai/gpt-5.4-2026-03-05
15.2%
#12gemini-2.5-flash
15.1%
#13claude-opus-4-5-20251101
14.8%
#15gpt-5.1-2025-11-13
13.5%
#17gemini-3-flash-preview
13.2%
#18google/gemini-3.1-flash-lite-preview
12.7%
#19xai-org/grok-4-fast-reasoning
12.5%
#20xai-org/grok-4-1-fast-reasoning
11.9%
#21anthropic/claude-opus-4-6-thinking
11.8%
#22gpt-5.2-2025-12-11
11.8%
#23gpt-4.1-mini-20250414
11.4%
#24anthropic/claude-opus-4-5-20251101-thinking
10.9%
#27anthropic/claude-sonnet-4-5-20250929-thinking
10.3%
#29zai/glm-5-thinking
10.0%
#30x-ai/grok-3
9.9%
#31Kimi K2 Thinking
9.5%
#33o3-20250416
9.3%
#34gpt-4o-2024-08-06
9.3%
#35mistralai/mistral-large-2512
9.3%
#36anthropic/claude-haiku-4-5-20251001-thinking
9.1%

Compare Models

Model A leads by +0.2%

Shareable Link →

Model A

gemini-2.5-pro

external/google/gemini-2-5-pro

23.4%

Rank #1

Confidence 34.3%23 evidence pts

Galileo Agent Leaderboard v2: Avg AC

Value 58.7% · Conf 100.0% · Weight 2.8%

galileo_agent_v2.avg_ac (Mar 12, 2026)

FACTS Benchmark Suite: facts_grounding_score_pct

Value 100.0% · Conf 100.0% · Weight 2.5%

facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)

Vectara HHEM Leaderboard: overall_hallucination_error_pct

Value 76.0% · Conf 100.0% · Weight 2.0%

vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)

Galileo Agent Leaderboard v2: Avg TSQ

Value 79.5% · Conf 100.0% · Weight 1.6%

galileo_agent_v2.avg_tsq (Mar 12, 2026)

Model B

gpt-4.1-20250414

external/openai/gpt-4-1-20250414

23.1%

Rank #2

Confidence 32.3%19 evidence pts

Galileo Agent Leaderboard v2: Avg AC

Value 100.0% · Conf 100.0% · Weight 4.8%

galileo_agent_v2.avg_ac (Mar 12, 2026)

MMLongBench-Doc Leaderboard: acc_score_pct

Value 74.6% · Conf 100.0% · Weight 2.5%

mmlongbench_doc_leaderboard.acc_score_pct (Mar 12, 2026)

Vectara HHEM Leaderboard: overall_hallucination_error_pct

Value 82.5% · Conf 100.0% · Weight 2.2%

vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)

Vals CorpFin v2: overall_accuracy_pct

Value 84.9% · Conf 100.0% · Weight 1.7%

vals_corp_fin_v2.overall_accuracy_pct (Mar 12, 2026)

Ranking Diagnostics & Missing Models

Source Lift

Ranked

45

Sources

8

Quality

Insufficient

Vals CorpFin v2

vals_corp_fin_v2

41 rows

1.3% avg lift

Vals Legal Bench

vals_legal_bench

37 rows

0.3% avg lift

Vals Tax Eval v2

vals_tax_eval_v2

35 rows

0.3% avg lift

Vals MedQA

vals_medqa

34 rows

0.3% avg lift

Missing Strong Models

gpt-4o

external/openai/gpt-4o

Rank #22

15.2%

Thin evidence after weighting

gpt-4o-2024-05-13

external/openai/gpt-4o-2024-05-13

Rank #51

10.5%

Thin evidence after weighting

deepseek/deepseek-r1

external/deepseek/deepseek-r1

Rank #54

10.5%

Thin evidence after weighting

google/gemini-2.0-flash-001

external/google/gemini-2-0-flash-001

Rank #56

10.3%

Thin evidence after weighting
Taxonomy Details

Core Tasks

task.agentic_multi_step_completiontask.tool_selection_planning

Required Modes

mode.tool_calling

Domains

domain.devops_sre

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