diff --git a/langchain/src/agents/openai/index.ts b/langchain/src/agents/openai/index.ts
index 7fb10c0aaa13..7cc3be08b417 100644
--- a/langchain/src/agents/openai/index.ts
+++ b/langchain/src/agents/openai/index.ts
@@ -1,5 +1,5 @@
 import { CallbackManager } from "../../callbacks/manager.js";
-import { ChatOpenAI } from "../../chat_models/openai.js";
+import { ChatOpenAI, ChatOpenAICallOptions } from "../../chat_models/openai.js";
 import { BasePromptTemplate } from "../../prompts/base.js";
 import {
   AIMessage,
@@ -10,6 +10,7 @@ import {
   FunctionMessage,
   ChainValues,
   SystemMessage,
+  BaseMessageChunk,
 } from "../../schema/index.js";
 import { StructuredTool } from "../../tools/base.js";
 import { Agent, AgentArgs } from "../agent.js";
@@ -21,13 +22,20 @@ import {
   MessagesPlaceholder,
   SystemMessagePromptTemplate,
 } from "../../prompts/chat.js";
-import { BaseLanguageModel } from "../../base_language/index.js";
+import {
+  BaseLanguageModel,
+  BaseLanguageModelInput,
+} from "../../base_language/index.js";
 import { LLMChain } from "../../chains/llm_chain.js";
 import {
   FunctionsAgentAction,
   OpenAIFunctionsAgentOutputParser,
 } from "./output_parser.js";
 import { formatToOpenAIFunction } from "../../tools/convert_to_openai.js";
+import { Runnable } from "../../schema/runnable/base.js";
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+type CallOptionsIfAvailable<T> = T extends { CallOptions: infer CO } ? CO : any;
 
 /**
  * Checks if the given action is a FunctionsAgentAction.
@@ -199,16 +207,24 @@ export class OpenAIAgent extends Agent {
     }
 
     // Split inputs between prompt and llm
-    const llm = this.llmChain.llm as ChatOpenAI;
+    const llm = this.llmChain.llm as
+      | ChatOpenAI
+      | Runnable<
+          BaseLanguageModelInput,
+          BaseMessageChunk,
+          ChatOpenAICallOptions
+        >;
+
     const valuesForPrompt = { ...newInputs };
-    const valuesForLLM: (typeof llm)["CallOptions"] = {
+    const valuesForLLM: CallOptionsIfAvailable<typeof llm> = {
       functions: this.tools.map(formatToOpenAIFunction),
     };
     const callKeys =
       "callKeys" in this.llmChain.llm ? this.llmChain.llm.callKeys : [];
     for (const key of callKeys) {
       if (key in inputs) {
-        valuesForLLM[key as keyof (typeof llm)["CallOptions"]] = inputs[key];
+        valuesForLLM[key as keyof CallOptionsIfAvailable<typeof llm>] =
+          inputs[key];
         delete valuesForPrompt[key];
       }
     }
@@ -216,11 +232,17 @@ export class OpenAIAgent extends Agent {
     const promptValue = await this.llmChain.prompt.formatPromptValue(
       valuesForPrompt
     );
-    const message = await llm.predictMessages(
-      promptValue.toChatMessages(),
-      valuesForLLM,
-      callbackManager
-    );
+
+    const message = await (
+      llm as Runnable<
+        BaseLanguageModelInput,
+        BaseMessageChunk,
+        ChatOpenAICallOptions
+      >
+    ).invoke(promptValue.toChatMessages(), {
+      ...valuesForLLM,
+      callbacks: callbackManager,
+    });
     return this.outputParser.parseAIMessage(message);
   }
 }
diff --git a/langchain/src/agents/tests/runnable.int.test.ts b/langchain/src/agents/tests/runnable.int.test.ts
index 995db66f7f1f..598dbed0aa40 100644
--- a/langchain/src/agents/tests/runnable.int.test.ts
+++ b/langchain/src/agents/tests/runnable.int.test.ts
@@ -14,6 +14,8 @@ import { SerpAPI } from "../../tools/serpapi.js";
 import { formatToOpenAIFunction } from "../../tools/convert_to_openai.js";
 import { Calculator } from "../../tools/calculator.js";
 import { OpenAIFunctionsAgentOutputParser } from "../openai/output_parser.js";
+import { LLMChain } from "../../chains/llm_chain.js";
+import { OpenAIAgent } from "../openai/index.js";
 
 test("Runnable variant", async () => {
   const tools = [new Calculator(), new SerpAPI()];
@@ -59,8 +61,44 @@ test("Runnable variant", async () => {
 
   const query = "What is the weather in New York?";
   console.log(`Calling agent executor with query: ${query}`);
-  const result = await executor.call({
+  const result = await executor.invoke({
     input: query,
   });
   console.log(result);
 });
+
+test("Runnable variant works with executor", async () => {
+  // Prepare tools
+  const tools = [new Calculator(), new SerpAPI()];
+  const runnableModel = new ChatOpenAI({
+    modelName: "gpt-4",
+    temperature: 0,
+  }).bind({});
+
+  const prompt = ChatPromptTemplate.fromMessages([
+    ["ai", "You are a helpful assistant"],
+    ["human", "{input}"],
+    new MessagesPlaceholder("agent_scratchpad"),
+  ]);
+
+  // Prepare agent chain
+  const llmChain = new LLMChain({
+    prompt,
+    llm: runnableModel,
+  });
+  const agent = new OpenAIAgent({
+    llmChain,
+    tools,
+  });
+
+  // Prepare and run executor
+  const executor = new AgentExecutor({
+    agent,
+    tools,
+  });
+  const result = await executor.invoke({
+    input: "What is the weather in New York?",
+  });
+
+  console.log(result);
+});