diff --git a/index.d.ts b/index.d.ts
index 05edbe6..5620f3b 100644
--- a/index.d.ts
+++ b/index.d.ts
@@ -188,28 +188,19 @@ declare module "replicate" {
           version_id: string
         ): Promise<ModelVersion>;
       };
-      predictions: {
-        create(
-          model_owner: string,
-          model_name: string,
-          options: {
-            input: object;
-            stream?: boolean;
-            webhook?: string;
-            webhook_events_filter?: WebhookEventType[];
-          }
-        ): Promise<Prediction>;
-      };
     };
 
     predictions: {
-      create(options: {
-        version: string;
-        input: object;
-        stream?: boolean;
-        webhook?: string;
-        webhook_events_filter?: WebhookEventType[];
-      }): Promise<Prediction>;
+      create(
+        options: {
+          model?: string;
+          version?: string;
+          input: object;
+          stream?: boolean;
+          webhook?: string;
+          webhook_events_filter?: WebhookEventType[];
+        } & ({ version: string } | { model: string })
+      ): Promise<Prediction>;
       get(prediction_id: string): Promise<Prediction>;
       cancel(prediction_id: string): Promise<Prediction>;
       list(): Promise<Page<Prediction>>;
diff --git a/index.js b/index.js
index 5a6c532..a3ed7f8 100644
--- a/index.js
+++ b/index.js
@@ -70,9 +70,6 @@ class Replicate {
         list: models.versions.list.bind(this),
         get: models.versions.get.bind(this),
       },
-      predictions: {
-        create: models.predictions.create.bind(this),
-      },
     };
 
     this.predictions = {
@@ -117,12 +114,13 @@ class Replicate {
         ...data,
         version: identifier.version,
       });
+    } else if (identifier.owner && identifier.name) {
+      prediction = await this.predictions.create({
+        ...data,
+        model: `${identifier.owner}/${identifier.name}`,
+      });
     } else {
-      prediction = await this.models.predictions.create(
-        identifier.owner,
-        identifier.name,
-        data
-      );
+      throw new Error("Invalid model version identifier");
     }
 
     // Call progress callback with the initial prediction object
@@ -260,12 +258,14 @@ class Replicate {
         version: identifier.version,
         stream: true,
       });
+    } else if (identifier.owner && identifier.name) {
+      prediction = await this.predictions.create({
+        ...data,
+        model: `${identifier.owner}/${identifier.name}`,
+        stream: true,
+      });
     } else {
-      prediction = await this.models.predictions.create(
-        identifier.owner,
-        identifier.name,
-        { ...data, stream: true }
-      );
+      throw new Error("Invalid model version identifier");
     }
 
     if (prediction.urls && prediction.urls.stream) {
diff --git a/index.test.ts b/index.test.ts
index 98bff4a..5b5a1dd 100644
--- a/index.test.ts
+++ b/index.test.ts
@@ -700,7 +700,7 @@ describe("Replicate client", () => {
     // Add more tests for error handling, edge cases, etc.
   });
 
-  describe("models.predictions.create", () => {
+  describe("predictions.create with model", () => {
     test("Calls the correct API route with the correct payload", async () => {
       nock(BASE_URL)
         .post("/models/meta/llama-2-70b-chat/predictions")
@@ -721,17 +721,14 @@ describe("Replicate client", () => {
             get: "https://api.replicate.com/v1/predictions/heat2o3bzn3ahtr6bjfftvbaci",
           },
         });
-      const prediction = await client.models.predictions.create(
-        "meta",
-        "llama-2-70b-chat",
-        {
-          input: {
-            prompt: "Please write a haiku about llamas.",
-          },
-          webhook: "http://test.host/webhook",
-          webhook_events_filter: ["output", "completed"],
-        }
-      );
+      const prediction = await client.predictions.create({
+        model: "meta/llama-2-70b-chat",
+        input: {
+          prompt: "Please write a haiku about llamas.",
+        },
+        webhook: "http://test.host/webhook",
+        webhook_events_filter: ["output", "completed"],
+      });
       expect(prediction.id).toBe("heat2o3bzn3ahtr6bjfftvbaci");
     });
     // Add more tests for error handling, edge cases, etc.
diff --git a/lib/models.js b/lib/models.js
index cb32e9e..c6a02fc 100644
--- a/lib/models.js
+++ b/lib/models.js
@@ -89,36 +89,9 @@ async function createModel(model_owner, model_name, options) {
   return response.json();
 }
 
-/**
- * Create a new prediction
- *
- * @param {string} model_owner - Required. The name of the user or organization that owns the model
- * @param {string} model_name - Required. The name of the model
- * @param {object} options
- * @param {object} options.input - Required. An object with the model inputs
- * @param {string} [options.webhook] - An HTTPS URL for receiving a webhook when the prediction has new output
- * @param {string[]} [options.webhook_events_filter] - You can change which events trigger webhook requests by specifying webhook events (`start`|`output`|`logs`|`completed`)
- * @param {boolean} [options.stream] - Whether to stream the prediction output. Defaults to false
- * @returns {Promise<object>} Resolves with the created prediction
- */
-async function createPrediction(model_owner, model_name, options) {
-  const { stream, ...data } = options;
-
-  const response = await this.request(
-    `/models/${model_owner}/${model_name}/predictions`,
-    {
-      method: "POST",
-      data: { ...data, stream },
-    }
-  );
-
-  return response.json();
-}
-
 module.exports = {
   get: getModel,
   list: listModels,
   create: createModel,
   versions: { list: listModelVersions, get: getModelVersion },
-  predictions: { create: createPrediction },
 };
diff --git a/lib/predictions.js b/lib/predictions.js
index b1f7fe5..294e8d9 100644
--- a/lib/predictions.js
+++ b/lib/predictions.js
@@ -2,7 +2,8 @@
  * Create a new prediction
  *
  * @param {object} options
- * @param {string} options.version - Required. The model version
+ * @param {string} options.model - The model.
+ * @param {string} options.version - The model version.
  * @param {object} options.input - Required. An object with the model inputs
  * @param {string} [options.webhook] - An HTTPS URL for receiving a webhook when the prediction has new output
  * @param {string[]} [options.webhook_events_filter] - You can change which events trigger webhook requests by specifying webhook events (`start`|`output`|`logs`|`completed`)
@@ -10,7 +11,7 @@
  * @returns {Promise<object>} Resolves with the created prediction
  */
 async function createPrediction(options) {
-  const { stream, ...data } = options;
+  const { model, version, stream, ...data } = options;
 
   if (data.webhook) {
     try {
@@ -21,10 +22,20 @@ async function createPrediction(options) {
     }
   }
 
-  const response = await this.request("/predictions", {
-    method: "POST",
-    data: { ...data, stream },
-  });
+  let response;
+  if (version) {
+    response = await this.request("/predictions", {
+      method: "POST",
+      data: { ...data, stream, version },
+    });
+  } else if (model) {
+    response = await this.request(`/models/${model}/predictions`, {
+      method: "POST",
+      data: { ...data, stream },
+    });
+  } else {
+    throw new Error("Either model or version must be specified");
+  }
 
   return response.json();
 }