diff --git a/compose.nvidia.yaml b/compose.nvidia.yaml
index eae1ef4ab..6f3805fdb 100644
--- a/compose.nvidia.yaml
+++ b/compose.nvidia.yaml
@@ -147,7 +147,7 @@ services:
               capabilities: [gpu]
               count: "all"
 
-  ## Ollama AI Model Runner (optional)
+  ## Ollama Large-Language Model Runner (optional)
   ## Run "ollama pull [name]:[version]" to download a vision model
   ## listed at <https://ollama.com/search?c=vision>, for example:
   ## docker compose exec ollama ollama pull qwen2.5vl:3b
diff --git a/compose.yaml b/compose.yaml
index c3b1543f7..ad2981ff7 100644
--- a/compose.yaml
+++ b/compose.yaml
@@ -227,7 +227,7 @@ services:
       OLLAMA_ENABLED: "true"
       OLLAMA_HOST: "http://ollama:11434"
 
-  ## Ollama AI Model Runner (optional)
+  ## Ollama Large-Language Model Runner (optional)
   ## Run "ollama pull [name]:[version]" to download a vision model
   ## listed at <https://ollama.com/search?c=vision>, for example:
   ## docker compose exec ollama ollama pull qwen2.5vl:3b
diff --git a/setup/docker/arm64/compose.yaml b/setup/docker/arm64/compose.yaml
index 28f2b755c..e583cb9c4 100644
--- a/setup/docker/arm64/compose.yaml
+++ b/setup/docker/arm64/compose.yaml
@@ -152,7 +152,7 @@ services:
       MARIADB_PASSWORD: "insecure"
       MARIADB_ROOT_PASSWORD: "insecure"
 
-  ## Ollama AI Model Runner (optional)
+  ## Ollama Large-Language Model Runner (optional)
   ## Run "ollama pull [name]:[version]" to download a vision model
   ## listed at <https://ollama.com/search?c=vision>, for example:
   ## docker compose exec ollama ollama pull qwen2.5vl:3b
diff --git a/setup/docker/compose.yaml b/setup/docker/compose.yaml
index bb41ec86e..ca090e846 100644
--- a/setup/docker/compose.yaml
+++ b/setup/docker/compose.yaml
@@ -157,7 +157,7 @@ services:
       # MARIADB_REPLICATION_USER: ""
       # MARIADB_REPLICATION_PASSWORD: ""
 
-  ## Ollama AI Model Runner (optional)
+  ## Ollama Large-Language Model Runner (optional)
   ## Run "ollama pull [name]:[version]" to download a vision model
   ## listed at <https://ollama.com/search?c=vision>, for example:
   ## docker compose exec ollama ollama pull qwen2.5vl:3b
diff --git a/setup/docker/nvidia/compose.yaml b/setup/docker/nvidia/compose.yaml
index 0002fc278..e7b8b263b 100644
--- a/setup/docker/nvidia/compose.yaml
+++ b/setup/docker/nvidia/compose.yaml
@@ -157,7 +157,7 @@ services:
       # MARIADB_REPLICATION_USER: ""
       # MARIADB_REPLICATION_PASSWORD: ""
 
-  ## Ollama AI Model Runner (optional)
+  ## Ollama Large-Language Model Runner (optional)
   ## Run "ollama pull [name]:[version]" to download a vision model
   ## listed at <https://ollama.com/search?c=vision>, for example:
   ## docker compose exec ollama ollama pull qwen2.5vl:3b