diff --git a/langchain-core/src/utils/types/tests/zod.test.ts b/langchain-core/src/utils/types/tests/zod.test.ts
index f1b7280c2494..423d1841d547 100644
--- a/langchain-core/src/utils/types/tests/zod.test.ts
+++ b/langchain-core/src/utils/types/tests/zod.test.ts
@@ -1527,6 +1527,96 @@ describe("Zod utility functions", () => {
       });
     });
 
+    it("should handle nested transforms in optional objects", () => {
+      // Create a schema where nested objects are transformed and outside is optional
+      const userSchema = z4.object({
+        name: z4.string().transform((s) => s.toUpperCase()),
+        age: z4.number(),
+      });
+      const inputSchema = z4.object({
+        user: z4.optional(userSchema),
+        metadata: z4.string(),
+      });
+      const result = interopZodTransformInputSchema(inputSchema, true);
+      expect(result).toBeInstanceOf(z4.ZodObject);
+      const resultShape = getInteropZodObjectShape(result as any);
+      expect(Object.keys(resultShape)).toEqual(["user", "metadata"]);
+      expect(resultShape.user).toBeInstanceOf(z4.ZodOptional);
+      const userInnerType = (resultShape.user as z4.ZodOptional).def.innerType;
+      expect(userInnerType).toBeInstanceOf(z4.ZodObject);
+      const userShape = getInteropZodObjectShape(userInnerType as any);
+      expect(Object.keys(userShape)).toEqual(["name", "age"]);
+      expect(userShape.name).toBeInstanceOf(z4.ZodString);
+      expect(userShape.age).toBeInstanceOf(z4.ZodNumber);
+    });
+
+    it("should handle nested transforms in optional arrays", () => {
+      // Create a schema where nested arrays are transformed and outside is optional
+      const userSchema = z4.object({
+        name: z4.string().transform((s) => s.toUpperCase()),
+        age: z4.number(),
+      });
+      const inputSchema = z4.object({
+        users: z4.optional(z4.array(userSchema)),
+        metadata: z4.string(),
+      });
+      const result = interopZodTransformInputSchema(inputSchema, true);
+      expect(result).toBeInstanceOf(z4.ZodObject);
+      const resultShape = getInteropZodObjectShape(result as any);
+      expect(Object.keys(resultShape)).toEqual(["users", "metadata"]);
+      expect(resultShape.users).toBeInstanceOf(z4.ZodOptional);
+      const userInnerType = (resultShape.users as z4.ZodOptional).def.innerType;
+      expect(userInnerType).toBeInstanceOf(z4.ZodArray);
+      const arrayElement = (userInnerType as z4.ZodArray)._zod.def.element;
+      expect(arrayElement).toBeInstanceOf(z4.ZodObject);
+      const usersShape = getInteropZodObjectShape(arrayElement as any);
+      expect(Object.keys(usersShape)).toEqual(["name", "age"]);
+      expect(usersShape.name).toBeInstanceOf(z4.ZodString);
+      expect(usersShape.age).toBeInstanceOf(z4.ZodNumber);
+    });
+
+    it("should handle transforms on optional objects", () => {
+      const userSchema = z4
+        .object({
+          name: z4.string(),
+          age: z4.number(),
+        })
+        .transform((x) => x)
+        .optional();
+
+      const result = interopZodTransformInputSchema(userSchema, true);
+      expect(result).toBeInstanceOf(z4.ZodOptional);
+      const resultInnerType = (result as z4.ZodOptional).def.innerType;
+      expect(resultInnerType).toBeInstanceOf(z4.ZodObject);
+      const resultShape = getInteropZodObjectShape(resultInnerType as any);
+      expect(Object.keys(resultShape)).toEqual(["name", "age"]);
+      expect(resultShape.name).toBeInstanceOf(z4.ZodString);
+      expect(resultShape.age).toBeInstanceOf(z4.ZodNumber);
+    });
+
+    it("should handle transforms on optional arrays", () => {
+      const userSchema = z4
+        .array(
+          z4.object({
+            name: z4.string(),
+            age: z4.number(),
+          })
+        )
+        .transform((x) => x)
+        .optional();
+
+      const result = interopZodTransformInputSchema(userSchema, true);
+      expect(result).toBeInstanceOf(z4.ZodOptional);
+      const resultInnerType = (result as z4.ZodOptional).def.innerType;
+      expect(resultInnerType).toBeInstanceOf(z4.ZodArray);
+      const arrayElement = (resultInnerType as z4.ZodArray)._zod.def.element;
+      expect(arrayElement).toBeInstanceOf(z4.ZodObject);
+      const arrayElementShape = getInteropZodObjectShape(arrayElement as any);
+      expect(Object.keys(arrayElementShape)).toEqual(["name", "age"]);
+      expect(arrayElementShape.name).toBeInstanceOf(z4.ZodString);
+      expect(arrayElementShape.age).toBeInstanceOf(z4.ZodNumber);
+    });
+
     it("should throw error for non-schema values", () => {
       expect(() => interopZodTransformInputSchema(null as any)).toThrow();
       expect(() => interopZodTransformInputSchema(undefined as any)).toThrow();
diff --git a/langchain-core/src/utils/types/zod.ts b/langchain-core/src/utils/types/zod.ts
index ef21b65fe4ec..09fe02c2cb44 100644
--- a/langchain-core/src/utils/types/zod.ts
+++ b/langchain-core/src/utils/types/zod.ts
@@ -447,6 +447,26 @@ export function isZodArrayV4(obj: unknown): obj is z4.$ZodArray {
   return false;
 }
 
+export function isZodOptionalV4(obj: unknown): obj is z4.$ZodOptional {
+  if (!isZodSchemaV4(obj)) return false;
+  // Zod v4 optional schemas have _zod.def.type === "optional"
+  if (
+    typeof obj === "object" &&
+    obj !== null &&
+    "_zod" in obj &&
+    typeof obj._zod === "object" &&
+    obj._zod !== null &&
+    "def" in obj._zod &&
+    typeof obj._zod.def === "object" &&
+    obj._zod.def !== null &&
+    "type" in obj._zod.def &&
+    obj._zod.def.type === "optional"
+  ) {
+    return true;
+  }
+  return false;
+}
+
 /**
  * Determines if the provided value is an InteropZodObject (Zod v3 or v4 object schema).
  *
@@ -773,6 +793,17 @@ export function interopZodTransformInputSchema(
           element: elementSchema as z4.$ZodType,
         });
       }
+      // Handle nested optional schemas
+      else if (isZodOptionalV4(outputSchema)) {
+        const innerType = interopZodTransformInputSchema(
+          outputSchema._zod.def.innerType,
+          recursive
+        ) as z4.$ZodType;
+        outputSchema = clone<z4.$ZodOptional>(outputSchema, {
+          ...outputSchema._zod.def,
+          innerType,
+        });
+      }
     }
     const meta = globalRegistry.get(schema);
     if (meta) globalRegistry.add(outputSchema as z4.$ZodType, meta);