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[Obs AI Assistant] Add Qwen and Claude Sonnet 4.5 ratings to the LLM performance matrix #3056

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Merged
merged 12 commits into from
Oct 23, 2025
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[Obs AI Assistant] Add Qwen and Claude Sonnet 4.5 ratings to the LLM performance matrix #3056

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0832a1d
Add Qwen ratings
viduni94 Sep 19, 2025
1bbed73
Merge branch 'main' into obs-ai-assistant-add-qwen-ratings
viduni94 Oct 22, 2025
9083d3d
Add Claude 4.5 to the LLM performance matrix
viduni94 Oct 22, 2025
1427888
Update Gemini ES|QL ratings
viduni94 Oct 22, 2025
bbd1d13
Add Qwen to the simulated function calling note
viduni94 Oct 22, 2025
ab1a773
Fix
viduni94 Oct 22, 2025
c4c0e76
Fix
viduni94 Oct 22, 2025
cb87107
Update note
viduni94 Oct 22, 2025
1e3e7e1
Merge branch 'main' into obs-ai-assistant-add-qwen-ratings
viduni94 Oct 22, 2025
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Merge branch 'main' into obs-ai-assistant-add-qwen-ratings
viduni94 Oct 22, 2025
b0768b0
Merge branch 'main' into obs-ai-assistant-add-qwen-ratings
viduni94 Oct 23, 2025
0f91c69
Merge branch 'main' into obs-ai-assistant-add-qwen-ratings
viduni94 Oct 23, 2025
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12 changes: 7 additions & 5 deletions solutions/observability/llm-performance-matrix.md
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Expand Up @@ -29,13 +29,14 @@ Models from third-party LLM providers.

| Provider | Model | **Alert questions** | **APM questions** | **Contextual insights** | **Documentation retrieval** | **Elasticsearch operations** | **{{esql}} generation** | **Execute connector** | **Knowledge retrieval** |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Amazon Bedrock | **Claude Sonnet 3.5** | Excellent | Excellent | Excellent | Excellent | Excellent | Great | Good | Excellent |
| Amazon Bedrock | **Claude Sonnet 3.7** | Excellent | Excellent | Excellent | Excellent | Excellent | Great | Great | Excellent |
| Amazon Bedrock | **Claude Sonnet 3.5** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent | Good | Excellent |
| Amazon Bedrock | **Claude Sonnet 3.7** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent | Great | Excellent |
| Amazon Bedrock | **Claude Sonnet 4** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent | Great | Excellent |
| Amazon Bedrock | **Claude Sonnet 4.5** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent | Good | Excellent |
| OpenAI | **GPT-4.1** | Excellent | Excellent | Excellent | Excellent | Excellent | Great | Good | Excellent |
| Google Gemini | **Gemini 2.0 Flash** | Excellent | Good | Excellent | Excellent | Excellent | Good | Good | Excellent |
| Google Gemini | **Gemini 2.5 Flash** | Excellent | Good | Excellent | Excellent | Excellent | Good | Good | Excellent |
| Google Gemini | **Gemini 2.5 Pro** | Excellent | Great | Excellent | Excellent | Excellent | Good | Good | Excellent |
| Google Gemini | **Gemini 2.5 Flash** | Excellent | Good | Excellent | Excellent | Excellent | Great | Good | Excellent |
| Google Gemini | **Gemini 2.5 Pro** | Excellent | Great | Excellent | Excellent | Excellent | Great | Good | Excellent |


## Open-source models [_open_source_models]
Expand All @@ -51,9 +52,10 @@ Models you can [deploy and manage yourself](/solutions/observability/connect-to-
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Meta | **Llama-3.3-70B-Instruct** | Excellent | Good | Great | Excellent | Excellent | Good | Good | Excellent |
| Mistral | **Mistral-Small-3.2-24B-Instruct-2506** | Excellent | Poor | Great | Great | Excellent | Poor | Good | Excellent |
| Alibaba Cloud | **Qwen2.5-72b-Instruct** | Excellent | Good | Great | Excellent | Excellent | Good | Good | Excellent |

::::{note}
`Llama-3.3-70B-Instruct` is supported with simulated function calling.
`Llama-3.3-70B-Instruct` and `Qwen2.5-72b-Instruct` were tested with simulated function calling.
::::

## Evaluate your own model
Expand Down