diff --git a/pkg/epp/scheduling/types/types.go b/pkg/epp/scheduling/types/types.go
index 2685a22d0..0865c7624 100644
--- a/pkg/epp/scheduling/types/types.go
+++ b/pkg/epp/scheduling/types/types.go
@@ -97,7 +97,16 @@ func (r *ChatCompletionsRequest) String() string {
 
 	messagesLen := 0
 	for _, msg := range r.Messages {
-		messagesLen += len(msg.Content)
+		switch content := msg.Content.(type) {
+		case string:
+			messagesLen += len(content)
+		case []interface{}:
+			// For content arrays, we'll count each element as contributing some length
+			messagesLen += len(content) * 10 // arbitrary multiplier for array elements
+		default:
+			// For other types, just add a small constant
+			messagesLen += 1
+		}
 	}
 
 	return fmt.Sprintf("{MessagesLength: %d}", messagesLen)
@@ -106,7 +115,7 @@ func (r *ChatCompletionsRequest) String() string {
 // Message represents a single message in a chat-completions request.
 type Message struct {
 	Role    string
-	Content string // TODO: support multi-modal content
+	Content any // Support both string and array content (OpenAI content blocks)
 }
 
 type Pod interface {
diff --git a/test/e2e/epp/e2e_test.go b/test/e2e/epp/e2e_test.go
index c3ff49e58..0fa08e121 100644
--- a/test/e2e/epp/e2e_test.go
+++ b/test/e2e/epp/e2e_test.go
@@ -39,6 +39,16 @@ import (
 	testutils "sigs.k8s.io/gateway-api-inference-extension/test/utils"
 )
 
+type ContentBlock struct {
+	Type     string      `json:"type"`
+	Text     string      `json:"text,omitempty"`
+	ImageURL *ImageBlock `json:"image_url,omitempty"`
+}
+
+type ImageBlock struct {
+	Url string `json:"url"`
+}
+
 var _ = ginkgo.Describe("InferencePool", func() {
 	var infObjective *v1alpha2.InferenceObjective
 	ginkgo.BeforeEach(func() {
@@ -201,6 +211,24 @@ func verifyTrafficRouting() {
 				{"role": "user", "content": "Now summarize your thoughts."},
 			},
 		},
+		{
+			api: "/chat/completions",
+			promptOrMessages: []map[string]any{
+				{
+					"role": "user",
+					"content": []ContentBlock{
+						{
+							Type: "text",
+							Text: `What's in this image?`,
+						},
+						{
+							Type:     "image_url",
+							ImageURL: &ImageBlock{Url: "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg"},
+						},
+					},
+				},
+			},
+		},
 	} {
 		ginkgo.By(fmt.Sprintf("Verifying connectivity through the inference extension with %s api and prompt/messages: %v", t.api, t.promptOrMessages))