diff --git a/README.md b/README.md
index 0cb7c285..5fe325f9 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,8 @@ Install with `npm install replicate`
 
 Set your API token as an environment variable called `REPLICATE_API_TOKEN`.
 
+### Making preedictions
+
 To run a prediction and return its output:
 
 ```js
@@ -24,11 +26,11 @@ const prediction = await replicate
     "stability-ai/stable-diffusion:db21e45d3f7023abc2a46ee38a23973f6dce16bb082a930b0c49861f96d1e5bf"
   )
   .predict({
-    prompt: "painting of a cat by andy warhol",
+    prompt: "an astronaut riding on a horse",
   });
 
 console.log(prediction.output);
-// "https://replicate.delivery/pbxt/oeJLu7D1Y7UWESpzerfINqgwZgONSCubSjSw0msf8i4AP2BCB/out-0.png"
+// "https://replicate.delivery/pbxt/nSREat5H54rxGJo1kk2xLLG2fpr0NBE0HBD5L0jszLoy8oSIA/out-0.png"
 ```
 
 If you want to do something like updating progress while the prediction is
@@ -43,7 +45,7 @@ await replicate
   )
   .predict(
     {
-      prompt: "painting of a cat by andy warhol",
+      prompt: "an astronaut riding on a horse",
     },
     {
       onUpdate: (prediction) => {
@@ -64,7 +66,7 @@ const prediction = await replicate
     "stability-ai/stable-diffusion:db21e45d3f7023abc2a46ee38a23973f6dce16bb082a930b0c49861f96d1e5bf"
   )
   .createPrediction({
-    prompt: "painting of a cat by andy warhol",
+    prompt: "an astronaut riding on a horse",
   });
 
 console.log(prediction.status); // "starting"
@@ -73,6 +75,32 @@ console.log(prediction.status); // "starting"
 From there, you can fetch the current status of the prediction using
 `await prediction.load()` or `await replicate.prediction(prediction.id).load()`.
 
+#### Webhooks
+
+You can also provide webhook configuration to have Replicate send POST requests
+to your service when certain events occur:
+
+```js
+import replicate from "replicate";
+
+await replicate
+  .model(
+    "stability-ai/stable-diffusion:db21e45d3f7023abc2a46ee38a23973f6dce16bb082a930b0c49861f96d1e5bf"
+  )
+  .createPrediction(
+    {
+      prompt: "an astronaut riding on a horse",
+    },
+    {
+      // See https://replicate.com/docs/reference/http#create-prediction--webhook
+      webhook: "https://your.host/webhook",
+
+      // See https://replicate.com/docs/reference/http#create-prediction--webhook_events_filter
+      webhookEventsFilter: ["output", "completed"],
+    }
+  );
+```
+
 ## Contributing
 
 While we'd love to accept contributions to this library, please open an issue
diff --git a/lib/Model.js b/lib/Model.js
index 3296dfe5..ed27db36 100644
--- a/lib/Model.js
+++ b/lib/Model.js
@@ -122,7 +122,7 @@ export default class Model extends ReplicateObject {
     return prediction;
   }
 
-  async createPrediction(input) {
+  async createPrediction(input, { webhook, webhookEventsFilter } = {}) {
     // This is here and not on `Prediction` because conceptually, a prediction
     // from a model "belongs" to the model. It's an odd feature of the API that
     // the prediction creation isn't an action on the model (or that it doesn't
@@ -131,6 +131,8 @@ export default class Model extends ReplicateObject {
     const predictionData = await this.client.request("POST /v1/predictions", {
       version: this.version,
       input,
+      webhook,
+      webhook_events_filter: webhookEventsFilter,
     });
 
     return new Prediction(predictionData, this);
diff --git a/lib/Model.test.js b/lib/Model.test.js
index aabbe47e..a4a7486e 100644
--- a/lib/Model.test.js
+++ b/lib/Model.test.js
@@ -276,4 +276,44 @@ describe("createPrediction()", () => {
       input: { text: "test text" },
     });
   });
+
+  it("supports webhook URL", async () => {
+    jest.spyOn(client, "request").mockResolvedValue({
+      id: "testprediction",
+      status: PredictionStatus.SUCCEEDED,
+    });
+
+    await model.createPrediction(
+      { text: "test text" },
+      { webhook: "http://test.host/webhook" }
+    );
+
+    expect(client.request).toHaveBeenCalledWith("POST /v1/predictions", {
+      version: "testversion",
+      input: { text: "test text" },
+      webhook: "http://test.host/webhook",
+    });
+  });
+
+  it("supports webhook events filter", async () => {
+    jest.spyOn(client, "request").mockResolvedValue({
+      id: "testprediction",
+      status: PredictionStatus.SUCCEEDED,
+    });
+
+    await model.createPrediction(
+      { text: "test text" },
+      {
+        webhook: "http://test.host/webhook",
+        webhookEventsFilter: ["output", "completed"],
+      }
+    );
+
+    expect(client.request).toHaveBeenCalledWith("POST /v1/predictions", {
+      version: "testversion",
+      input: { text: "test text" },
+      webhook: "http://test.host/webhook",
+      webhook_events_filter: ["output", "completed"],
+    });
+  });
 });