diff --git a/.changeset/gentle-traces-rest.md b/.changeset/gentle-traces-rest.md
new file mode 100644
index 0000000000..25d732a31f
--- /dev/null
+++ b/.changeset/gentle-traces-rest.md
@@ -0,0 +1,5 @@
+---
+'@posthog/ai': patch
+---
+
+Redact base64 content from LangChain trace and span input and output state.
diff --git a/packages/ai/src/langchain/callbacks.ts b/packages/ai/src/langchain/callbacks.ts
index a248580d40..ef173bb17c 100644
--- a/packages/ai/src/langchain/callbacks.ts
+++ b/packages/ai/src/langchain/callbacks.ts
@@ -409,7 +409,7 @@ export class LangChainCallbackHandler extends BaseCallbackHandler {
       $ai_lib: 'posthog-ai',
       $ai_lib_version: version,
       $ai_trace_id: traceId,
-      $ai_input_state: withPrivacyMode(this.client, this.privacyMode, run.input),
+      $ai_input_state: withPrivacyMode(this.client, this.privacyMode, sanitizeLangChain(run.input)),
       $ai_latency: latency,
       $ai_span_name: run.name,
       $ai_span_id: runId,
@@ -427,7 +427,7 @@ export class LangChainCallbackHandler extends BaseCallbackHandler {
       eventProperties['$ai_error'] = stringifyError(outputs)
       eventProperties['$ai_is_error'] = true
     } else if (outputs !== undefined) {
-      eventProperties['$ai_output_state'] = withPrivacyMode(this.client, this.privacyMode, outputs)
+      eventProperties['$ai_output_state'] = withPrivacyMode(this.client, this.privacyMode, sanitizeLangChain(outputs))
     }
     this.client.capture({
       distinctId: this.distinctId ? this.distinctId.toString() : runId,
diff --git a/packages/ai/tests/callbacks.test.ts b/packages/ai/tests/callbacks.test.ts
index a30d691d38..0d4134a11e 100644
--- a/packages/ai/tests/callbacks.test.ts
+++ b/packages/ai/tests/callbacks.test.ts
@@ -686,3 +686,49 @@ describe('LangChainCallbackHandler', () => {
     expect(captureCall[0].properties['$ai_cache_creation_input_tokens']).toBe(800)
   })
 })
+
+describe('LangChainCallbackHandler trace/span state sanitization', () => {
+  it('redacts base64 data URLs from $ai_input_state and $ai_output_state', () => {
+    const handler = new LangChainCallbackHandler({ client: mockPostHogClient })
+    jest.clearAllMocks()
+
+    const dataUrl = 'data:image/jpeg;base64,' + 'A'.repeat(2000)
+    const serialized = {
+      lc: 1,
+      type: 'constructor' as const,
+      id: ['langchain', 'schema', 'runnable', 'RunnableSequence'],
+      kwargs: {},
+    }
+    const runId = 'run_chain_redact'
+
+    handler.handleChainStart(
+      serialized,
+      {
+        messages: [
+          {
+            content: [
+              { type: 'text', text: 'describe this image' },
+              { type: 'image_url', image_url: { url: dataUrl } },
+            ],
+          },
+        ],
+      } as any,
+      runId
+    )
+    handler.handleChainEnd({ echoed: dataUrl, parsed: { title: 'ok' } }, runId)
+
+    expect(mockPostHogClient.capture).toHaveBeenCalledTimes(1)
+    const [captureCall] = (mockPostHogClient.capture as jest.Mock).mock.calls
+    expect(captureCall[0].event).toBe('$ai_trace')
+
+    const inputState = JSON.stringify(captureCall[0].properties['$ai_input_state'])
+    expect(inputState).toContain('describe this image')
+    expect(inputState).toContain('[base64 image/jpeg redacted]')
+    expect(inputState).not.toContain('AAAAAAAA')
+
+    const outputState = JSON.stringify(captureCall[0].properties['$ai_output_state'])
+    expect(outputState).toContain('ok')
+    expect(outputState).toContain('[base64 image/jpeg redacted]')
+    expect(outputState).not.toContain('AAAAAAAA')
+  })
+})