Updates LLM matrix (#883)

9.0 component of #738 

Updates the LLM performance matrix to reflect the latest testing

Preview: [LLM performance
matrix](https://docs-v3-preview.elastic.dev/elastic/docs-content/pull/883/solutions/security/ai/large-language-model-performance-matrix)

Author: benironside

solutions/security/ai/large-language-model-performance-matrix.md

@@ -12,8 +12,8 @@ applies_to:
 
 This page describes the performance of various large language models (LLMs) for different use cases in {{elastic-sec}}, based on our internal testing. To learn more about these use cases, refer to [Attack discovery](/solutions/security/ai/attack-discovery.md) or [AI Assistant](/solutions/security/ai/ai-assistant.md).
 
-::::{note}
-`Excellent` is the best rating, followed by `Great`, then by `Good`, and finally by `Poor`.
+::::{important}
+`Excellent` is the best rating, followed by `Great`, then by `Good`, and finally by `Poor`. Models rated `Excellent` or `Great` should produce quality results. Models rated `Good` or `Poor` are not recommended for that use case.
 ::::
 
 
@@ -22,17 +22,19 @@ This page describes the performance of various large language models (LLMs) for
 
 Models from third-party LLM providers.
 
-| **Feature** |  | **Assistant - General** | **Assistant - {{esql}} generation** | **Assistant - Alert questions** | **Assistant - Knowledge retrieval** | **Attack Discovery** |
-| --- | --- | --- | --- | --- | --- | --- |
-| **Model** | **Claude 3: Opus** | Excellent | Excellent | Excellent | Good | Great |
-|  | **Claude 3.5: Sonnet v2** | Excellent | Excellent | Excellent | Excellent | Great |
-|  | **Claude 3.5: Sonnet** | Excellent | Excellent | Excellent | Excellent | Excellent |
-|  | **Claude 3.5: Haiku** | Excellent | Excellent | Excellent | Excellent | Poor |
-|  | **Claude 3: Haiku** | Excellent | Excellent | Excellent | Excellent | Poor |
-|  | **GPT-4o** | Excellent | Excellent | Excellent | Excellent | Great |
-|  | **GPT-4o-mini** | Excellent | Great | Great | Great | Poor |
-|  | **Gemini 1.5 Pro 002** | Excellent | Excellent | Excellent | Excellent | Excellent |
-|  | **Gemini 1.5 Flash 002** | Excellent | Poor | Good | Excellent | Poor |
+| **Feature** | - | **Assistant - General** | **Assistant - {{esql}} generation** | **Assistant - Alert questions** | **Assistant - Knowledge retrieval** | **Attack Discovery** | **AI-powered SIEM migration** |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| **Model** | **Claude 3: Opus** | Excellent | Excellent | Excellent | Good      | Great     | Good
+|  | **Claude 3.7: Sonnet**      | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
+|  | **Claude 3.5: Sonnet v2**   | Excellent | Excellent | Excellent | Excellent | Great     | Excellent
+|  | **Claude 3.5: Sonnet**      | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
+|  | **Claude 3.5: Haiku**       | Excellent | Excellent | Excellent | Excellent | Poor      | Poor
+|  | **Claude 3: Haiku**         | Excellent | Excellent | Excellent | Excellent | Poor      | Poor
+|  | **GPT-4o**                  | Excellent | Excellent | Excellent | Excellent | Great     | Great
+|  | **GPT-4o-mini**             | Excellent | Great     | Great     | Great     | Poor      | Good
+|  | **Gemini 1.5 Pro 002**      | Excellent | Excellent | Excellent | Excellent | Excellent | Great
+|  | **Gemini 1.5 Flash 002**    | Excellent | Poor      | Good      | Excellent | Poor      | Excellent
+|  | **Gemini 2.0 Flash 001**    | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
 
 
 ## Open-source models [_open_source_models]