diff --git a/.vscode/settings.json b/.vscode/settings.json
index cf44815f4..a0dc78ce6 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -78,6 +78,7 @@
     "oaknational",
     "oaknationalacademy",
     "oclif",
+    "Onboarded",
     "openai",
     "openapi",
     "paragraphise",
diff --git a/apps/nextjs/src/app/aila/[id]/download/index.tsx b/apps/nextjs/src/app/aila/[id]/download/index.tsx
index 621d31aee..49347ebfe 100644
--- a/apps/nextjs/src/app/aila/[id]/download/index.tsx
+++ b/apps/nextjs/src/app/aila/[id]/download/index.tsx
@@ -77,7 +77,7 @@ export function DownloadPageContents({ chat }: Readonly<DownloadPageProps>) {
 
   const { survey } = usePosthogFeedbackSurvey({
     closeDialog: () => null,
-    surveyName: "Chat Feedback With Stats",
+    surveyName: "End of Aila generation survey launch aug24",
   });
 
   useEffect(() => {
diff --git a/apps/nextjs/src/components/DialogControl/ContentOptions/ChatActions.tsx b/apps/nextjs/src/components/DialogControl/ContentOptions/EndOfLessonFeedback.tsx
similarity index 78%
rename from apps/nextjs/src/components/DialogControl/ContentOptions/ChatActions.tsx
rename to apps/nextjs/src/components/DialogControl/ContentOptions/EndOfLessonFeedback.tsx
index 0db21eff3..37e0c49fc 100644
--- a/apps/nextjs/src/components/DialogControl/ContentOptions/ChatActions.tsx
+++ b/apps/nextjs/src/components/DialogControl/ContentOptions/EndOfLessonFeedback.tsx
@@ -3,11 +3,11 @@ import { usePosthogFeedbackSurvey } from "hooks/surveys/usePosthogFeedbackSurvey
 
 import FeedBack from "@/components/Feedback";
 
-const ChatActions = ({ closeDialog }: { closeDialog: () => void }) => {
+const EndOfLessonFeedback = ({ closeDialog }: { closeDialog: () => void }) => {
   const { survey, submitSurvey, closeDialogWithPostHogDismiss } =
     usePosthogFeedbackSurvey({
       closeDialog,
-      surveyName: "Chat Feedback With Stats",
+      surveyName: "End of Aila generation survey launch aug24",
     });
 
   return (
@@ -26,4 +26,4 @@ const ChatActions = ({ closeDialog }: { closeDialog: () => void }) => {
   );
 };
 
-export default ChatActions;
+export default EndOfLessonFeedback;
diff --git a/apps/nextjs/src/components/DialogControl/DialogContents.tsx b/apps/nextjs/src/components/DialogControl/DialogContents.tsx
index 2e4174ad3..8f148b249 100644
--- a/apps/nextjs/src/components/DialogControl/DialogContents.tsx
+++ b/apps/nextjs/src/components/DialogControl/DialogContents.tsx
@@ -5,9 +5,9 @@ import { Message } from "ai";
 
 import { useDialog } from "../AppComponents/DialogContext";
 import { Icon } from "../Icon";
-import ChatActions from "./ContentOptions/ChatActions";
 import DemoInterstitialDialog from "./ContentOptions/DemoInterstitialDialog";
 import DemoShareLockedDialog from "./ContentOptions/DemoShareLockedDialog";
+import EndOfLessonFeedback from "./ContentOptions/EndOfLessonFeedback";
 import ReportContentDialog from "./ContentOptions/ReportContentDialog";
 import ShareChatDialog from "./ContentOptions/ShareChatDialog";
 import {
@@ -61,7 +61,7 @@ const DialogContents = ({
               <DemoShareLockedDialog closeDialog={closeDialog} />
             )}
             {dialogWindow === "feedback" && (
-              <ChatActions closeDialog={closeDialog} />
+              <EndOfLessonFeedback closeDialog={closeDialog} />
             )}
             {dialogWindow === "report-content" && (
               <ReportContentDialog
diff --git a/apps/nextjs/src/components/Feedback/index.tsx b/apps/nextjs/src/components/Feedback/index.tsx
index 2a9949600..1c4b698b6 100644
--- a/apps/nextjs/src/components/Feedback/index.tsx
+++ b/apps/nextjs/src/components/Feedback/index.tsx
@@ -13,22 +13,24 @@ const FeedBack = ({
   closeDialogWithPostHogDismiss,
 }: {
   survey: Survey;
-  submitSurvey: (usersResponse: {
-    $survey_response: string;
-    $survey_response_1: string;
-    $survey_response_2: string;
-  }) => void;
+  submitSurvey: (usersResponse: { [key: string]: string }) => void;
   closeDialogWithPostHogDismiss: () => void;
   onSubmit: () => void;
 }) => {
-  const numbersOfHoursSaved = [0, 1, 2, 3, 4, 5, 6];
-  const [usersResponse, setUsersResponse] = useState({
-    $survey_response: "",
-    $survey_response_1: "",
-    $survey_response_2: "",
-  });
+  const rating = [
+    { text: "Poor", number: 1 },
+    { text: "Needs Improvement", number: 2 },
+    { text: "Satisfactory", number: 3 },
+    { text: "Good", number: 4 },
+    { text: "Excellent", number: 5 },
+  ];
 
+  const [usersResponse, setUsersResponse] = useState<{ [key: string]: string }>(
+    {},
+  );
+  console.log("usersResponse", usersResponse);
   if (!survey?.id) return null;
+
   return (
     <Flex
       className="h-full w-full"
@@ -36,7 +38,7 @@ const FeedBack = ({
       justify="start"
       align="start"
     >
-      <p className="mb-20 text-3xl  font-bold">Before you continue...</p>
+      <p className="mb-20 text-3xl font-bold">Before you continue...</p>
 
       <form
         onSubmit={async (e) => {
@@ -44,32 +46,7 @@ const FeedBack = ({
         }}
         className="flex w-full flex-col gap-14"
       >
-        {survey?.questions.map((question) => {
-          if (question.type === "open") {
-            return (
-              <div
-                key={question.question}
-                className="flex flex-col items-start justify-start"
-              >
-                <label
-                  htmlFor={question.question}
-                  className="mb-16 text-center text-xl "
-                >
-                  {question.question}
-                </label>
-                <textarea
-                  className="h-32 w-full min-w-[300px] rounded border-2 border-black p-10"
-                  onChange={(e) => {
-                    setUsersResponse({
-                      ...usersResponse,
-                      $survey_response_1: e.target.value,
-                    });
-                  }}
-                  id={question.question}
-                />
-              </div>
-            );
-          }
+        {survey?.questions.map((question, i) => {
           if (question.type === "rating") {
             return (
               <div
@@ -78,32 +55,38 @@ const FeedBack = ({
               >
                 <label
                   htmlFor={question.question}
-                  className="mb-16 text-left text-xl "
+                  className="mb-16 text-left text-2xl font-bold"
                 >
                   {question.question}
                 </label>
                 <div className="flex w-full justify-between gap-6">
-                  {numbersOfHoursSaved.map((number) => {
+                  {rating.map((feedback) => {
                     return (
                       <button
-                        key={number}
-                        className={`flex flex-col items-center justify-center gap-6 `}
+                        key={feedback.text}
+                        className={`flex flex-col items-center justify-center gap-6`}
                         onClick={() => {
-                          setUsersResponse({
-                            ...usersResponse,
-                            $survey_response: number.toString(),
-                          });
+                          setUsersResponse((prevState) => ({
+                            ...prevState,
+                            [`$survey_response_${i}`]:
+                              feedback.number.toString(),
+                          }));
                         }}
                       >
                         <span
-                          className={`text-2xl font-bold ${usersResponse.$survey_response === number.toString() ? `text-[#287C34]` : `text-black`}`}
+                          className={`text-lg ${
+                            usersResponse[`$survey_response_${i}`] ===
+                            feedback.toString()
+                              ? `text-[#287C34]`
+                              : `text-black`
+                          }`}
                         >
-                          {number}
-                          {number === numbersOfHoursSaved.length - 1 ? "+" : ""}
+                          {feedback.text}
                         </span>
                         <span
                           className={
-                            usersResponse.$survey_response === number.toString()
+                            usersResponse[`$survey_response_${i}`] ===
+                            feedback.toString()
                               ? "opacity-100"
                               : "opacity-0"
                           }
@@ -118,7 +101,7 @@ const FeedBack = ({
             );
           }
         })}
-        <div className="flex justify-between ">
+        <div className="flex justify-between">
           <ChatButton
             variant="text-link"
             onClick={() => closeDialogWithPostHogDismiss()}
diff --git a/apps/nextjs/src/hooks/surveys/usePosthogFeedbackSurvey.ts b/apps/nextjs/src/hooks/surveys/usePosthogFeedbackSurvey.ts
index fd49bf15f..48099323d 100644
--- a/apps/nextjs/src/hooks/surveys/usePosthogFeedbackSurvey.ts
+++ b/apps/nextjs/src/hooks/surveys/usePosthogFeedbackSurvey.ts
@@ -10,7 +10,8 @@ type UsePosthogFeedbackSurveyProps = {
     | "Chat Feedback"
     | "Moderation feedback"
     | "Chat Feedback With Stats"
-    | "Report Content";
+    | "Report Content"
+    | "End of Aila generation survey launch aug24";
 };
 export const usePosthogFeedbackSurvey = ({
   closeDialog,
@@ -19,9 +20,11 @@ export const usePosthogFeedbackSurvey = ({
   const [survey, setSurvey] = useState<Survey | undefined>(undefined);
 
   const posthog = usePostHog();
+
   useEffect(() => {
     posthog.getSurveys((surveys) => {
       const filteredSurveys = surveys.filter((survey) => survey.type === "api");
+
       const matchingSurvey = filteredSurveys.find(
         (survey) => survey.name === surveyName,
       );
diff --git a/packages/api/src/router/auth.ts b/packages/api/src/router/auth.ts
index acafd1db7..a8725d1e1 100644
--- a/packages/api/src/router/auth.ts
+++ b/packages/api/src/router/auth.ts
@@ -57,7 +57,12 @@ export const authRouter = router({
 
         await clerkClient.users.updateUserMetadata(userId, {
           publicMetadata: {
+            // legacy field for demo users. To remove after transition to labs namespace
             isDemoUser,
+            labs: {
+              isDemoUser,
+              isOnboarded: !!input.termsOfUse,
+            },
           },
           privateMetadata: {
             acceptedPrivacyPolicy: input.privacyPolicy,
diff --git a/packages/core/src/functions/slack/notifyModeration.ts b/packages/core/src/functions/slack/notifyModeration.ts
index 50d7e4788..e9cb451aa 100644
--- a/packages/core/src/functions/slack/notifyModeration.ts
+++ b/packages/core/src/functions/slack/notifyModeration.ts
@@ -50,7 +50,7 @@ export const notifyModeration = inngest.createFunction(
               },
               {
                 type: "mrkdwn",
-                text: `*Categories*: ${args.categories.join("`, `")}`,
+                text: `*Categories*: \`${args.categories.join("`, `")}\``,
               },
             ],
           },
diff --git a/packages/core/src/llm/openai.ts b/packages/core/src/llm/openai.ts
index db3fa54fc..4690b1f22 100644
--- a/packages/core/src/llm/openai.ts
+++ b/packages/core/src/llm/openai.ts
@@ -1,3 +1,4 @@
+import { ChatOpenAI as LangchainChatOpenAI } from "langchain/chat_models/openai";
 import { BaseLLMParams } from "langchain/llms/base";
 import {
   AzureOpenAIInput,
@@ -103,8 +104,31 @@ function createOpenAILangchainClient({
   });
 }
 
+function createOpenAILangchainChatClient({
+  app,
+  fields = {},
+}: {
+  app: string;
+  fields?: Partial<OpenAIInput> &
+    Partial<AzureOpenAIInput> &
+    BaseLLMParams & {
+      configuration?: ClientOptions;
+    };
+}) {
+  const defaultHeaders = heliconeHeaders({ app });
+  return new LangchainChatOpenAI({
+    ...fields,
+    configuration: {
+      apiKey: process.env.OPENAI_API_KEY,
+      baseURL: process.env.HELICONE_EU_HOST,
+      defaultHeaders,
+    },
+  });
+}
+
 export {
   createOpenAIClient,
   createOpenAIModerationsClient,
   createOpenAILangchainClient,
+  createOpenAILangchainChatClient,
 };
diff --git a/packages/core/src/models/prompts.ts b/packages/core/src/models/prompts.ts
index e5e69c629..1b0a3176c 100644
--- a/packages/core/src/models/prompts.ts
+++ b/packages/core/src/models/prompts.ts
@@ -1,21 +1,11 @@
 import { PrismaClientWithAccelerate } from "@oakai/db";
 import defaultLogger, { Logger } from "@oakai/logger";
 import { Logger as InngestLogger } from "inngest/middleware/logger";
-import { ChatOpenAI } from "langchain/chat_models/openai";
 import { PromptTemplate } from "langchain/prompts";
 import { BaseMessage, SystemMessage } from "langchain/schema";
 import untruncateJson from "untruncate-json";
 
-const checkProductionOpenAiUsage = () => {
-  if (
-    process.env.VERCEL_ENV === "production" &&
-    process.env.BYPASS_HELICONE_CHECK !== "true"
-  ) {
-    throw new Error(
-      "Security: Helicone is required for production OpenAI calls",
-    );
-  }
-};
+import { createOpenAILangchainChatClient } from "../llm/openai";
 
 type CompletionMeta = {
   timeTaken: number;
@@ -85,13 +75,13 @@ export class Prompts {
 
     const streaming = typeof onPartialResponse !== "undefined";
 
-    checkProductionOpenAiUsage();
-    const model = new ChatOpenAI({
-      // TODO The temperature should be a variable we can pass per prompt
-      temperature: 0.2,
-      // TODO The model should be a variable we can pass per prompt
-      modelName: "gpt-4",
-      streaming,
+    const model = createOpenAILangchainChatClient({
+      app: "quiz-designer",
+      fields: {
+        temperature: 0.2,
+        modelName: "gpt-4",
+        streaming,
+      },
     });
 
     const llmInput = [new SystemMessage(promptText)];