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devops_sre

Incident summary

Summarize incidents into impact, timeline, and next actions.

#1 Recommendation

gpt-4.1-20250414

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

external/openai/gpt-4-1-20250414

25.3%

Score

32.9%

Confidence

Limited benchmark evidence for this use case.

51 ranked models with average evidence of 12.6 points. Rankings may shift as more benchmark data is ingested.

Ranked Models

30

Evidence Quality

79%

Scoring

Benchmark-backed

Top Signal

Galileo Agent Leaderboard v2: Avg AC

All Ranked Models

Max params:
Min confidence:
30 of 30
RankModelScore
#1gpt-4.1-20250414

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

25.3%
#2claude-sonnet-4-20250514

Strong on Galileo Agent Leaderboard v2 Avg AC (85%) and Galileo Agent Leaderboard v2 Avg TSQ (95%)

17.6%
#3qwen-2.5-72b-instruct

Strong on Galileo Agent Leaderboard v2 Avg AC (76%) and DuckDB NSQL Leaderboard all_execution_accuracy (83%)

17.4%
#4gemini-2.5-pro
16.8%
#5Grok-4-0709
16.7%
#6gpt-4o
16.4%
#7gemini-3-pro-preview
14.7%
#8kimi/kimi-k2.5-thinking
14.3%
#9gpt-4o-20241120
13.9%
#10gpt-4.1-mini-20250414
13.6%
#11google/gemini-3.1-pro-preview
13.3%
#12gemini-2.5-flash
12.9%
#13gpt-5-2025-08-07
12.3%
#14openai/gpt-5.4-2026-03-05
12.1%
#15gpt-5.1-2025-11-13
11.7%
#16anthropic/claude-sonnet-4.6
11.6%
#17claude-opus-4-5-20251101
11.5%
#18gpt-5-mini-2025-08-07
11.3%
#19anthropic/claude-opus-4-6-thinking
11.0%
#20gemini-3-flash-preview
11.0%
#21gpt-5.2-2025-12-11
10.8%
#22openai/gpt-4o-mini-2024-07-18
10.8%
#23anthropic/claude-opus-4-5-20251101-thinking
10.7%
#26anthropic/claude-sonnet-4-5-20250929-thinking
9.7%
#27xai-org/grok-4-fast-reasoning
9.6%
#29gpt-4o-2024-08-06
9.2%
#30o3-20250416
9.2%
#31google/gemini-3.1-flash-lite-preview
9.1%
#33xai-org/grok-4-1-fast-reasoning
9.1%
#35Kimi-K2-Instruct
8.5%

Compare Models

Model A leads by +7.7%

Shareable Link →

Model A

gpt-4.1-20250414

external/openai/gpt-4-1-20250414

25.3%

Rank #1

Confidence 32.9%18 evidence pts

Galileo Agent Leaderboard v2: Avg AC

Value 100.0% · Conf 100.0% · Weight 5.1%

galileo_agent_v2.avg_ac (Mar 12, 2026)

MMLongBench-Doc Leaderboard: acc_score_pct

Value 74.6% · Conf 100.0% · Weight 4.1%

mmlongbench_doc_leaderboard.acc_score_pct (Mar 12, 2026)

Galileo Agent Leaderboard v2: Avg TSQ

Value 64.1% · Conf 100.0% · Weight 0.9%

galileo_agent_v2.avg_tsq (Mar 12, 2026)

Vectara HHEM Leaderboard: overall_hallucination_error_pct

Value 82.5% · Conf 100.0% · Weight 0.6%

vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)

Model B

claude-sonnet-4-20250514

external/anthropic/claude-sonnet-4-20250514

17.6%

Rank #2

Confidence 24.1%17 evidence pts

Galileo Agent Leaderboard v2: Avg AC

Value 84.8% · Conf 100.0% · Weight 4.3%

galileo_agent_v2.avg_ac (Mar 12, 2026)

Galileo Agent Leaderboard v2: Avg TSQ

Value 94.9% · Conf 100.0% · Weight 1.3%

galileo_agent_v2.avg_tsq (Mar 12, 2026)

Vals Legal Bench: overall_accuracy_pct

Value 90.6% · Conf 100.0% · Weight 0.5%

vals_legal_bench.overall_accuracy_pct (Mar 12, 2026)

Vals MedQA: overall_accuracy_pct

Value 88.4% · Conf 100.0% · Weight 0.5%

vals_medqa.overall_accuracy_pct (Mar 12, 2026)

Ranking Diagnostics & Missing Models

Source Lift

Ranked

51

Sources

8

Quality

Insufficient

Vals Tax Eval v2

vals_tax_eval_v2

39 rows

0.5% avg lift

Vals CorpFin v2

vals_corp_fin_v2

39 rows

0.4% avg lift

Vals Legal Bench

vals_legal_bench

38 rows

0.5% avg lift

Vals LiveCodeBench

vals_lcb

38 rows

0.4% avg lift

Missing Strong Models

x-ai/grok-3

external/x-ai/grok-3

Rank #35

12.1%

Thin evidence after weighting

qwen/qwen3-max

external/qwen/qwen3-max

Rank #55

10.3%

Thin evidence after weighting

Llama-4-Scout-17B-16E-Instruct

external/meta/llama-4-scout-17b-16e-instruct

Rank #73

8.4%

Thin evidence after weighting
Taxonomy Details

Core Tasks

task.incident_summarytask.timeline_extraction

Required Modes

mode.long_context

Domains

domain.devops_sre

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