diff --git a/src/cli/llm/infer_type_name.rs b/src/cli/llm/infer_type_name.rs
index ed0869dfd5..d12570ec47 100644
--- a/src/cli/llm/infer_type_name.rs
+++ b/src/cli/llm/infer_type_name.rs
@@ -1,8 +1,6 @@
 use std::collections::HashMap;
-
 use genai::chat::{ChatMessage, ChatRequest, ChatResponse};
 use serde::{Deserialize, Serialize};
-
 use super::model::groq;
 use super::{Error, Result, Wizard};
 use crate::core::config::Config;
@@ -77,6 +75,7 @@ impl InferTypeName {
     pub fn new(secret: Option<String>) -> InferTypeName {
         Self { secret }
     }
+
     pub async fn generate(&mut self, config: &Config) -> Result<HashMap<String, String>> {
         let secret = self.secret.as_ref().map(|s| s.to_owned());
 
@@ -84,16 +83,13 @@ impl InferTypeName {
 
         let mut new_name_mappings: HashMap<String, String> = HashMap::new();
 
-        // removed root type from types.
         let types_to_be_processed = config
             .types
             .iter()
             .filter(|(type_name, _)| !config.is_root_operation_type(type_name))
             .collect::<Vec<_>>();
 
-        let total = types_to_be_processed.len();
-        for (i, (type_name, type_)) in types_to_be_processed.into_iter().enumerate() {
-            // convert type to sdl format.
+        for (type_name, type_) in types_to_be_processed.into_iter() {
             let question = Question {
                 fields: type_
                     .fields
@@ -102,48 +98,19 @@ impl InferTypeName {
                     .collect(),
             };
 
-            let mut delay = 3;
-            loop {
-                let answer = wizard.ask(question.clone()).await;
-                match answer {
-                    Ok(answer) => {
-                        let name = &answer.suggestions.join(", ");
-                        for name in answer.suggestions {
-                            if config.types.contains_key(&name)
-                                || new_name_mappings.contains_key(&name)
-                            {
-                                continue;
-                            }
+            match wizard.ask(question).await {
+                Ok(answer) => {
+                    for name in answer.suggestions {
+                        if !config.types.contains_key(&name)
+                            && !new_name_mappings.contains_key(&name) {
                             new_name_mappings.insert(name, type_name.to_owned());
                             break;
                         }
-                        tracing::info!(
-                            "Suggestions for {}: [{}] - {}/{}",
-                            type_name,
-                            name,
-                            i + 1,
-                            total
-                        );
-
-                        // TODO: case where suggested names are already used, then extend the base
-                        // question with `suggest different names, we have already used following
-                        // names: [names list]`
-                        break;
-                    }
-                    Err(e) => {
-                        // TODO: log errors after certain number of retries.
-                        if let Error::GenAI(_) = e {
-                            // TODO: retry only when it's required.
-                            tracing::warn!(
-                                "Unable to retrieve a name for the type '{}'. Retrying in {}s",
-                                type_name,
-                                delay
-                            );
-                            tokio::time::sleep(tokio::time::Duration::from_secs(delay)).await;
-                            delay *= std::cmp::min(delay * 2, 60);
-                        }
                     }
                 }
+                Err(e) => {
+                    tracing::error!("Failed to retrieve a name for the type '{}': {:?}", type_name, e);
+                }
             }
         }
 
@@ -181,4 +148,4 @@ mod test {
         let answer = Answer::try_from(resp).unwrap();
         insta::assert_debug_snapshot!(answer);
     }
-}
+}
\ No newline at end of file
diff --git a/src/cli/llm/wizard.rs b/src/cli/llm/wizard.rs
index 1604d7f15f..dddef183d2 100644
--- a/src/cli/llm/wizard.rs
+++ b/src/cli/llm/wizard.rs
@@ -1,11 +1,13 @@
-use derive_setters::Setters;
+use tokio_retry::strategy::{ExponentialBackoff, jitter};
+use tokio_retry::Retry;
 use genai::adapter::AdapterKind;
 use genai::chat::{ChatOptions, ChatRequest, ChatResponse};
 use genai::resolver::AuthResolver;
 use genai::Client;
-
+use super::Error;
 use super::Result;
 use crate::cli::llm::model::Model;
+use derive_setters::Setters;
 
 #[derive(Setters, Clone)]
 pub struct Wizard<Q, A> {
@@ -39,15 +41,31 @@ impl<Q, A> Wizard<Q, A> {
         }
     }
 
-    pub async fn ask(&self, q: Q) -> Result<A>
+    pub async fn ask_with_retry(&self, q: Q) -> Result<A>
     where
-        Q: TryInto<ChatRequest, Error = super::Error>,
-        A: TryFrom<ChatResponse, Error = super::Error>,
+        Q: TryInto<ChatRequest, Error = Error>,
+        A: TryFrom<ChatResponse, Error = Error>,
     {
-        let response = self
-            .client
-            .exec_chat(self.model.as_str(), q.try_into()?, None)
-            .await?;
-        A::try_from(response)
+        let strategy = ExponentialBackoff::from_millis(100).map(jitter).take(5);
+
+        let retry_future = Retry::spawn(strategy, || async {
+            let response = self
+                .client
+                .exec_chat(self.model.as_str(), q.clone().try_into()?, None)
+                .await;
+            
+            match response {
+                Ok(res) => {
+                    if res.status_code() == 429 {
+                        Err(Error::GenAI("API rate limit exceeded".into()))
+                    } else {
+                        A::try_from(res).map_err(|e| Error::GenAI(e.to_string()))
+                    }
+                },
+                Err(e) => Err(Error::GenAI(e.to_string())),
+            }
+        });
+
+        retry_future.await
     }
 }
diff --git a/tailcall-fixtures/fixtures/configs/yaml-recursive-input.yaml b/tailcall-fixtures/fixtures/configs/yaml-recursive-input.yaml
index 41448b3fa7..2e847e53f0 100644
--- a/tailcall-fixtures/fixtures/configs/yaml-recursive-input.yaml
+++ b/tailcall-fixtures/fixtures/configs/yaml-recursive-input.yaml
@@ -21,11 +21,11 @@ types:
             type: Bar
         graphql:
           args:
-          - key: baz
-            value: '{{.args.baz}}'
+            - key: baz
+              value: "{{.args.baz}}"
           baseURL: http://localhost
           name: bars
   Foo:
     fields:
       name:
-        type: String
\ No newline at end of file
+        type: String
diff --git a/tailcall-wasm/example/browser/index.html b/tailcall-wasm/example/browser/index.html
index a9cacc5cf1..ed07277f43 100644
--- a/tailcall-wasm/example/browser/index.html
+++ b/tailcall-wasm/example/browser/index.html
@@ -1,48 +1,47 @@
 <!doctype html>
 <html lang="en-US">
-<head>
-  <meta charset="utf-8" />
-  <title>hello-wasm example</title>
-</head>
-<body>
+  <head>
+    <meta charset="utf-8" />
+    <title>hello-wasm example</title>
+  </head>
+  <body>
+    <div id="content">
+      <!-- Adding input field and button -->
+      <label for="queryInput"></label><input type="text" id="queryInput" placeholder="Enter your query here" />
+      <button id="btn">Run Query</button>
+      <p id="result"></p>
+    </div>
 
-<div id="content">
-  <!-- Adding input field and button -->
-  <label for="queryInput"></label><input type="text" id="queryInput" placeholder="Enter your query here" />
-  <button id="btn">Run Query</button>
-  <p id="result"></p>
-</div>
+    <script type="module">
+      import init, {TailcallBuilder} from "../../browser/pkg/tailcall_wasm.js"
+      await init()
 
-<script type="module">
-  import init, { TailcallBuilder } from "../../browser/pkg/tailcall_wasm.js";
-  await init();
+      let executor // Making executor accessible
 
-  let executor; // Making executor accessible
+      async function setup() {
+        try {
+          const urlParams = new URLSearchParams(window.location.search)
+          let schemaUrl = urlParams.get("config")
 
-  async function setup() {
-    try {
-      const urlParams = new URLSearchParams(window.location.search);
-      let schemaUrl = urlParams.get("config");
-
-      let builder = new TailcallBuilder();
-      builder = await builder.with_config(schemaUrl);
-      executor = await builder.build();
-      let btn = document.getElementById("btn");
-      btn.addEventListener("click", runQuery);
-    } catch (error) {
-      alert("error: " + error);
-    }
-  }
-  async function runQuery() {
-    let query = document.getElementById("queryInput").value;
-    try {
-      document.getElementById("result").textContent = await executor.execute(query);
-    } catch (error) {
-      console.error("Error executing query: " + error);
-      document.getElementById("result").textContent = "Error: " + error;
-    }
-  }
-  setup();
-</script>
-</body>
+          let builder = new TailcallBuilder()
+          builder = await builder.with_config(schemaUrl)
+          executor = await builder.build()
+          let btn = document.getElementById("btn")
+          btn.addEventListener("click", runQuery)
+        } catch (error) {
+          alert("error: " + error)
+        }
+      }
+      async function runQuery() {
+        let query = document.getElementById("queryInput").value
+        try {
+          document.getElementById("result").textContent = await executor.execute(query)
+        } catch (error) {
+          console.error("Error executing query: " + error)
+          document.getElementById("result").textContent = "Error: " + error
+        }
+      }
+      setup()
+    </script>
+  </body>
 </html>