diff --git a/apps/supabase-promptable-chat/.env.local.example b/apps/supabase-promptable-chat/.env.local.example
new file mode 100644
index 0000000..a63f128
--- /dev/null
+++ b/apps/supabase-promptable-chat/.env.local.example
@@ -0,0 +1,7 @@
+# Update these with your Supabase details from your project settings > API
+NEXT_PUBLIC_SUPABASE_URL=https://your-project.supabase.co
+NEXT_PUBLIC_SUPABASE_ANON_KEY=
+SUPABASE_SERVICE_ROLE_KEY=
+
+#update your openai api key
+OPENAI_API_KEY= 
\ No newline at end of file
diff --git a/apps/supabase-promptable-chat/.eslintrc.json b/apps/supabase-promptable-chat/.eslintrc.json
new file mode 100644
index 0000000..bffb357
--- /dev/null
+++ b/apps/supabase-promptable-chat/.eslintrc.json
@@ -0,0 +1,3 @@
+{
+  "extends": "next/core-web-vitals"
+}
diff --git a/apps/supabase-promptable-chat/.gitignore b/apps/supabase-promptable-chat/.gitignore
new file mode 100644
index 0000000..5aad37a
--- /dev/null
+++ b/apps/supabase-promptable-chat/.gitignore
@@ -0,0 +1,37 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# local env files
+.env*.local
+.env
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
diff --git a/apps/supabase-promptable-chat/.prettierrc b/apps/supabase-promptable-chat/.prettierrc
new file mode 100644
index 0000000..0238bf0
--- /dev/null
+++ b/apps/supabase-promptable-chat/.prettierrc
@@ -0,0 +1,6 @@
+{
+  "trailingComma": "all",
+  "singleQuote": true,
+  "printWidth": 80,
+  "tabWidth": 2
+}
diff --git a/apps/supabase-promptable-chat/README.md b/apps/supabase-promptable-chat/README.md
new file mode 100644
index 0000000..b12f3e3
--- /dev/null
+++ b/apps/supabase-promptable-chat/README.md
@@ -0,0 +1,34 @@
+This is a [Next.js](https://nextjs.org/) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `pages/index.js`. The page auto-updates as you edit the file.
+
+[API routes](https://nextjs.org/docs/api-routes/introduction) can be accessed on [http://localhost:3000/api/hello](http://localhost:3000/api/hello). This endpoint can be edited in `pages/api/hello.js`.
+
+The `pages/api` directory is mapped to `/api/*`. Files in this directory are treated as [API routes](https://nextjs.org/docs/api-routes/introduction) instead of React pages.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details.
diff --git a/apps/supabase-promptable-chat/components/LoadingDots.tsx b/apps/supabase-promptable-chat/components/LoadingDots.tsx
new file mode 100644
index 0000000..e822a57
--- /dev/null
+++ b/apps/supabase-promptable-chat/components/LoadingDots.tsx
@@ -0,0 +1,23 @@
+import styles from '../styles/loading-dots.module.css';
+
+const LoadingDots = ({
+  color = '#000',
+  style = 'small',
+}: {
+  color: string;
+  style: string;
+}) => {
+  return (
+    <span className={style == 'small' ? styles.loading2 : styles.loading}>
+      <span style={{ backgroundColor: color }} />
+      <span style={{ backgroundColor: color }} />
+      <span style={{ backgroundColor: color }} />
+    </span>
+  );
+};
+
+export default LoadingDots;
+
+LoadingDots.defaultProps = {
+  style: 'small',
+};
diff --git a/apps/supabase-promptable-chat/next.config.js b/apps/supabase-promptable-chat/next.config.js
new file mode 100644
index 0000000..ae88795
--- /dev/null
+++ b/apps/supabase-promptable-chat/next.config.js
@@ -0,0 +1,7 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  reactStrictMode: true,
+  swcMinify: true,
+}
+
+module.exports = nextConfig
diff --git a/apps/supabase-promptable-chat/package.json b/apps/supabase-promptable-chat/package.json
new file mode 100644
index 0000000..13f5517
--- /dev/null
+++ b/apps/supabase-promptable-chat/package.json
@@ -0,0 +1,44 @@
+{
+  "name": "supabase-promptable",
+  "version": "0.1.0",
+  "private": true,
+  "license": "MIT",
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "type-check": "tsc --noEmit",
+    "lint": "eslint --ignore-path .gitignore \"**/*.+(ts|js|tsx)\"",
+    "format": "prettier --ignore-path .gitignore \"**/*.+(ts|js|tsx)\" --write",
+    "scrape": "tsx scripts/scrape-url.ts",
+    "embed": "tsx scripts/generate-embeddings.ts"
+  },
+  "dependencies": {
+    "@headlessui/react": "^1.7.13",
+    "@headlessui/tailwindcss": "^0.1.2",
+    "@heroicons/react": "^2.0.16",
+    "@supabase/supabase-js": "^2.10.0",
+    "@vercel/analytics": "^0.1.11",
+    "cheerio": "1.0.0-rc.12",
+    "next": "13.2.3",
+    "promptable": "^0.0.10",
+    "react": "18.2.0",
+    "react-dom": "18.2.0",
+    "react-hot-toast": "^2.4.0"
+  },
+  "devDependencies": {
+    "@types/node": "^18.14.6",
+    "@types/react": "^18.0.28",
+    "@types/react-dom": "^18.0.11",
+    "@typescript-eslint/eslint-plugin": "^5.54.0",
+    "@typescript-eslint/parser": "^5.54.0",
+    "autoprefixer": "^10.4.13",
+    "eslint": "8.35.0",
+    "eslint-config-next": "13.2.3",
+    "postcss": "^8.4.21",
+    "prettier": "^2.8.4",
+    "tailwindcss": "^3.2.7",
+    "tsx": "^3.12.3",
+    "typescript": "^4.9.5"
+  }
+}
diff --git a/apps/supabase-promptable-chat/pages/_app.tsx b/apps/supabase-promptable-chat/pages/_app.tsx
new file mode 100644
index 0000000..33d6c52
--- /dev/null
+++ b/apps/supabase-promptable-chat/pages/_app.tsx
@@ -0,0 +1,22 @@
+import '@/styles/base.css';
+import type { AppProps } from 'next/app';
+import { Analytics } from '@vercel/analytics/react';
+import { Inter } from 'next/font/google';
+
+const inter = Inter({
+  variable: '--font-inter',
+  subsets: ['latin'],
+});
+
+function MyApp({ Component, pageProps }: AppProps) {
+  return (
+    <>
+      <main className={inter.variable}>
+        <Component {...pageProps} />
+        <Analytics />
+      </main>
+    </>
+  );
+}
+
+export default MyApp;
diff --git a/apps/supabase-promptable-chat/pages/_document.tsx b/apps/supabase-promptable-chat/pages/_document.tsx
new file mode 100644
index 0000000..b2fff8b
--- /dev/null
+++ b/apps/supabase-promptable-chat/pages/_document.tsx
@@ -0,0 +1,13 @@
+import { Html, Head, Main, NextScript } from "next/document";
+
+export default function Document() {
+  return (
+    <Html lang="en">
+      <Head />
+      <body>
+        <Main />
+        <NextScript />
+      </body>
+    </Html>
+  );
+}
diff --git a/apps/supabase-promptable-chat/pages/api/search-docs.ts b/apps/supabase-promptable-chat/pages/api/search-docs.ts
new file mode 100644
index 0000000..f12cc07
--- /dev/null
+++ b/apps/supabase-promptable-chat/pages/api/search-docs.ts
@@ -0,0 +1,63 @@
+import { openaiClient } from '@/utils/openai-client';
+import type { NextApiRequest, NextApiResponse } from 'next';
+import { Embeddings, prompts } from 'promptable';
+import { supabaseAdmin } from '@/utils/supabase-client';
+
+/**
+ * Todo add promptable prompts, LLM generation, and test via supabase
+ */
+export default async function handler(
+  req: NextApiRequest,
+  res: NextApiResponse,
+) {
+  if (req.method !== 'POST') {
+    return res
+      .status(405)
+      .json({ success: false, message: 'Method not allowed' });
+  }
+
+  try {
+    const { question: query } = req.body;
+
+    if (!query) {
+      return res.status(400).json({ message: 'No question in the request' });
+    }
+
+    // OpenAI recommends replacing newlines with spaces for best results
+    const sanitizedQuery = query.trim().replaceAll('\n', ' ');
+
+    //embed user query
+    const embeddings = await openaiClient.embed(sanitizedQuery);
+
+    console.log('\nembeddingResponse: \n', embeddings);
+
+    //perform similarity search
+    const { error: matchError, data: documents } = await supabaseAdmin.rpc(
+      'match_page_sections',
+      {
+        embeddings,
+        similarity_threshold: 0.1, // Choose an appropriate threshold for your data
+        match_count: 10, // Choose the number of matches
+      },
+    );
+
+    if (matchError) {
+      console.log('Failed to match page sections', matchError);
+      return new Response('Error', { status: 500 });
+    }
+
+    console.log('documents', documents);
+
+    /**
+     * TODO
+     *
+     * 1. concat matched docs into context based on max tokens
+     * 2. craft prompt to send with context to LLM
+     */
+
+    return res.status(200).json({ success: true });
+  } catch (error) {
+    console.error('error', error);
+    return res.status(500).json({ message: 'Error occured, please try again' });
+  }
+}
diff --git a/apps/supabase-promptable-chat/pages/api/test.ts b/apps/supabase-promptable-chat/pages/api/test.ts
new file mode 100644
index 0000000..7a4ecd6
--- /dev/null
+++ b/apps/supabase-promptable-chat/pages/api/test.ts
@@ -0,0 +1,10 @@
+// Next.js API route support: https://nextjs.org/docs/api-routes/introduction
+import type { NextApiRequest, NextApiResponse } from 'next';
+import * as p from 'promptable';
+
+export default async function handler(
+  req: NextApiRequest,
+  res: NextApiResponse,
+) {
+  res.status(200).json({ name: `John Doe` });
+}
diff --git a/apps/supabase-promptable-chat/pages/index.tsx b/apps/supabase-promptable-chat/pages/index.tsx
new file mode 100644
index 0000000..0ba9710
--- /dev/null
+++ b/apps/supabase-promptable-chat/pages/index.tsx
@@ -0,0 +1,82 @@
+import Head from 'next/head';
+import Image from 'next/image';
+
+export default function Home() {
+  return (
+    <div className="flex min-h-screen flex-col items-center justify-center py-2">
+      <Head>
+        <title>Create Next App</title>
+        <link rel="icon" href="/favicon.ico" />
+      </Head>
+      <main className="flex w-full flex-1 flex-col items-center justify-center px-20 text-center">
+        <h1 className="text-6xl font-bold">
+          Welcome to{' '}
+          <a className="text-blue-600" href="https://nextjs.org">
+            Next.js!
+          </a>
+        </h1>
+
+        <p className="mt-3 text-2xl">
+          Get started by editing{' '}
+          <code className="rounded-md bg-gray-100 p-3 font-mono text-lg">
+            pages/index.tsx
+          </code>
+        </p>
+
+        <div className="mt-6 flex max-w-4xl flex-wrap items-center justify-around sm:w-full">
+          <a
+            href="https://nextjs.org/docs"
+            className="mt-6 w-96 rounded-xl border p-6 text-left hover:text-blue-600 focus:text-blue-600"
+          >
+            <h3 className="text-2xl font-bold">Documentation &rarr;</h3>
+            <p className="mt-4 text-xl">
+              Find in-depth information about Next.js features and its API.
+            </p>
+          </a>
+
+          <a
+            href="https://nextjs.org/learn"
+            className="mt-6 w-96 rounded-xl border p-6 text-left hover:text-blue-600 focus:text-blue-600"
+          >
+            <h3 className="text-2xl font-bold">Learn &rarr;</h3>
+            <p className="mt-4 text-xl">
+              Learn about Next.js in an interactive course with quizzes!
+            </p>
+          </a>
+
+          <a
+            href="https://github.com/vercel/next.js/tree/canary/examples"
+            className="mt-6 w-96 rounded-xl border p-6 text-left hover:text-blue-600 focus:text-blue-600"
+          >
+            <h3 className="text-2xl font-bold">Examples &rarr;</h3>
+            <p className="mt-4 text-xl">
+              Discover and deploy boilerplate example Next.js projects.
+            </p>
+          </a>
+
+          <a
+            href="https://vercel.com/import?filter=next.js&utm_source=create-next-app&utm_medium=default-template&utm_campaign=create-next-app"
+            className="mt-6 w-96 rounded-xl border p-6 text-left hover:text-blue-600 focus:text-blue-600"
+          >
+            <h3 className="text-2xl font-bold">Deploy &rarr;</h3>
+            <p className="mt-4 text-xl">
+              Instantly deploy your Next.js site to a public URL with Vercel.
+            </p>
+          </a>
+        </div>
+      </main>
+
+      <footer className="flex h-24 w-full items-center justify-center border-t">
+        <a
+          className="flex items-center justify-center gap-2"
+          href="https://vercel.com?utm_source=create-next-app&utm_medium=default-template&utm_campaign=create-next-app"
+          target="_blank"
+          rel="noopener noreferrer"
+        >
+          Powered by{' '}
+          <Image src="/vercel.svg" alt="Vercel Logo" width={72} height={16} />
+        </a>
+      </footer>
+    </div>
+  );
+}
diff --git a/apps/supabase-promptable-chat/pnpm-lock.yaml b/apps/supabase-promptable-chat/pnpm-lock.yaml
new file mode 100644
index 0000000..26babed
--- /dev/null
+++ b/apps/supabase-promptable-chat/pnpm-lock.yaml
@@ -0,0 +1,3462 @@
+lockfileVersion: 5.4
+
+specifiers:
+  '@headlessui/react': ^1.7.13
+  '@headlessui/tailwindcss': ^0.1.2
+  '@heroicons/react': ^2.0.16
+  '@supabase/supabase-js': ^2.10.0
+  '@types/node': ^18.14.6
+  '@types/react': ^18.0.28
+  '@types/react-dom': ^18.0.11
+  '@typescript-eslint/eslint-plugin': ^5.54.0
+  '@typescript-eslint/parser': ^5.54.0
+  '@vercel/analytics': ^0.1.11
+  autoprefixer: ^10.4.13
+  cheerio: 1.0.0-rc.12
+  eslint: 8.35.0
+  eslint-config-next: 13.2.3
+  next: 13.2.3
+  postcss: ^8.4.21
+  prettier: ^2.8.4
+  promptable: ^0.0.10
+  react: 18.2.0
+  react-dom: 18.2.0
+  react-hot-toast: ^2.4.0
+  tailwindcss: ^3.2.7
+  tsx: ^3.12.3
+  typescript: ^4.9.5
+
+dependencies:
+  '@headlessui/react': 1.7.13_biqbaboplfbrettd7655fr4n2y
+  '@headlessui/tailwindcss': 0.1.2_tailwindcss@3.2.7
+  '@heroicons/react': 2.0.16_react@18.2.0
+  '@supabase/supabase-js': 2.10.0
+  '@vercel/analytics': 0.1.11_react@18.2.0
+  cheerio: 1.0.0-rc.12
+  next: 13.2.3_biqbaboplfbrettd7655fr4n2y
+  promptable: 0.0.10
+  react: 18.2.0
+  react-dom: 18.2.0_react@18.2.0
+  react-hot-toast: 2.4.0_biqbaboplfbrettd7655fr4n2y
+
+devDependencies:
+  '@types/node': 18.14.6
+  '@types/react': 18.0.28
+  '@types/react-dom': 18.0.11
+  '@typescript-eslint/eslint-plugin': 5.54.0_6mj2wypvdnknez7kws2nfdgupi
+  '@typescript-eslint/parser': 5.54.0_ycpbpc6yetojsgtrx3mwntkhsu
+  autoprefixer: 10.4.13_postcss@8.4.21
+  eslint: 8.35.0
+  eslint-config-next: 13.2.3_ycpbpc6yetojsgtrx3mwntkhsu
+  postcss: 8.4.21
+  prettier: 2.8.4
+  tailwindcss: 3.2.7_postcss@8.4.21
+  tsx: 3.12.3
+  typescript: 4.9.5
+
+packages:
+
+  /@babel/runtime/7.21.0:
+    resolution: {integrity: sha512-xwII0//EObnq89Ji5AKYQaRYiW/nZ3llSv29d49IuxPhKbtJoLP+9QUUZ4nVragQVtaVGeZrpB+ZtG/Pdy/POw==}
+    engines: {node: '>=6.9.0'}
+    dependencies:
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+
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+    dependencies:
+      '@esbuild-kit/core-utils': 3.1.0
+      get-tsconfig: 4.4.0
+    dev: true
+
+  /@esbuild-kit/core-utils/3.1.0:
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+    dependencies:
+      esbuild: 0.17.11
+      source-map-support: 0.5.21
+    dev: true
+
+  /@esbuild-kit/esm-loader/2.5.5:
+    resolution: {integrity: sha512-Qwfvj/qoPbClxCRNuac1Du01r9gvNOT+pMYtJDapfB1eoGN1YlJ1BixLyL9WVENRx5RXgNLdfYdx/CuswlGhMw==}
+    dependencies:
+      '@esbuild-kit/core-utils': 3.1.0
+      get-tsconfig: 4.4.0
+    dev: true
+
+  /@esbuild/android-arm/0.17.11:
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+    engines: {node: '>=12'}
+    cpu: [x64]
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+
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+    engines: {node: '>=12'}
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+
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+    resolution: {integrity: sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==}
+    dev: false
+
+  /websocket/1.0.34:
+    resolution: {integrity: sha512-PRDso2sGwF6kM75QykIesBijKSVceR6jL2G8NGYyq2XrItNC2P5/qL5XeR056GhA+Ly7JMFvJb9I312mJfmqnQ==}
+    engines: {node: '>=4.0.0'}
+    dependencies:
+      bufferutil: 4.0.7
+      debug: 2.6.9
+      es5-ext: 0.10.62
+      typedarray-to-buffer: 3.1.5
+      utf-8-validate: 5.0.10
+      yaeti: 0.0.6
+    transitivePeerDependencies:
+      - supports-color
+    dev: false
+
+  /whatwg-url/5.0.0:
+    resolution: {integrity: sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==}
+    dependencies:
+      tr46: 0.0.3
+      webidl-conversions: 3.0.1
+    dev: false
+
+  /which-boxed-primitive/1.0.2:
+    resolution: {integrity: sha512-bwZdv0AKLpplFY2KZRX6TvyuN7ojjr7lwkg6ml0roIy9YeuSr7JS372qlNW18UQYzgYK9ziGcerWqZOmEn9VNg==}
+    dependencies:
+      is-bigint: 1.0.4
+      is-boolean-object: 1.1.2
+      is-number-object: 1.0.7
+      is-string: 1.0.7
+      is-symbol: 1.0.4
+    dev: true
+
+  /which-collection/1.0.1:
+    resolution: {integrity: sha512-W8xeTUwaln8i3K/cY1nGXzdnVZlidBcagyNFtBdD5kxnb4TvGKR7FfSIS3mYpwWS1QUCutfKz8IY8RjftB0+1A==}
+    dependencies:
+      is-map: 2.0.2
+      is-set: 2.0.2
+      is-weakmap: 2.0.1
+      is-weakset: 2.0.2
+    dev: true
+
+  /which-typed-array/1.1.9:
+    resolution: {integrity: sha512-w9c4xkx6mPidwp7180ckYWfMmvxpjlZuIudNtDf4N/tTAUB8VJbX25qZoAsrtGuYNnGw3pa0AXgbGKRB8/EceA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      available-typed-arrays: 1.0.5
+      call-bind: 1.0.2
+      for-each: 0.3.3
+      gopd: 1.0.1
+      has-tostringtag: 1.0.0
+      is-typed-array: 1.1.10
+    dev: true
+
+  /which/2.0.2:
+    resolution: {integrity: sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==}
+    engines: {node: '>= 8'}
+    hasBin: true
+    dependencies:
+      isexe: 2.0.0
+    dev: true
+
+  /word-wrap/1.2.3:
+    resolution: {integrity: sha512-Hz/mrNwitNRh/HUAtM/VT/5VH+ygD6DV7mYKZAtHOrbs8U7lvPS6xf7EJKMF0uW1KJCl0H701g3ZGus+muE5vQ==}
+    engines: {node: '>=0.10.0'}
+    dev: true
+
+  /wrappy/1.0.2:
+    resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
+    dev: true
+
+  /xtend/4.0.2:
+    resolution: {integrity: sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==}
+    engines: {node: '>=0.4'}
+
+  /yaeti/0.0.6:
+    resolution: {integrity: sha512-MvQa//+KcZCUkBTIC9blM+CU9J2GzuTytsOUwf2lidtvkx/6gnEp1QvJv34t9vdjhFmha/mUiNDbN0D0mJWdug==}
+    engines: {node: '>=0.10.32'}
+    dev: false
+
+  /yallist/4.0.0:
+    resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+    dev: true
+
+  /yaml/1.10.2:
+    resolution: {integrity: sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==}
+    engines: {node: '>= 6'}
+
+  /yocto-queue/0.1.0:
+    resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
+    engines: {node: '>=10'}
+    dev: true
+
+  /zod/3.21.0:
+    resolution: {integrity: sha512-UYdykTcVxB6lfdyLzAqLyyYAlOcpoluECvjsdoaqfQmz9p+3LRaIqYcNiL/J2kFYp66fBM8wwBvIGVEjq7KtZw==}
+    dev: false
diff --git a/apps/supabase-promptable-chat/postcss.config.js b/apps/supabase-promptable-chat/postcss.config.js
new file mode 100644
index 0000000..12a703d
--- /dev/null
+++ b/apps/supabase-promptable-chat/postcss.config.js
@@ -0,0 +1,6 @@
+module.exports = {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+};
diff --git a/apps/supabase-promptable-chat/public/favicon.ico b/apps/supabase-promptable-chat/public/favicon.ico
new file mode 100644
index 0000000..718d6fe
Binary files /dev/null and b/apps/supabase-promptable-chat/public/favicon.ico differ
diff --git a/apps/supabase-promptable-chat/schema.sql b/apps/supabase-promptable-chat/schema.sql
new file mode 100644
index 0000000..c64c817
--- /dev/null
+++ b/apps/supabase-promptable-chat/schema.sql
@@ -0,0 +1,40 @@
+--Enable Vector extension 
+create extension vector;
+
+--create table to store docs and embeddings
+create table documents (
+  id bigserial primary key,
+  content text,
+  embedding vector (1536)
+);
+
+--perform similarity search over embeddings
+create or replace function match_documents (
+  query_embedding vector(1536),
+  similarity_threshold float,
+  match_count int
+)
+returns table (
+  id bigint,
+  content text,
+  similarity float
+)
+language plpgsql
+as $$
+begin
+  return query
+  select
+    id,
+    content,
+    1 - (documents.embedding <=> query_embedding) as similarity
+  from documents
+  where 1 - (documents.embedding <=> query_embedding) > similarity_threshold
+  order by documents.embedding <=> query_embedding
+  limit match_count;
+end;
+$$;
+
+--Speed up queries by adding an index
+create index on documents 
+using ivfflat (embedding vector_cosine_ops)
+with (lists = 100);
\ No newline at end of file
diff --git a/apps/supabase-promptable-chat/scripts/generate-embeddings.ts b/apps/supabase-promptable-chat/scripts/generate-embeddings.ts
new file mode 100644
index 0000000..251e862
--- /dev/null
+++ b/apps/supabase-promptable-chat/scripts/generate-embeddings.ts
@@ -0,0 +1,27 @@
+import cheerio, { CheerioAPI } from 'cheerio';
+import { supabaseAdmin } from '@/utils/supabase-client';
+import { openaiClient } from '@/utils/openai-client';
+import * as p from 'promptable';
+
+const generateEmbeddings = async () => {
+  /**
+   * script to generate embeddings using openai via promptable
+   */
+};
+
+// /**
+//  * draft solution
+
+// // try {
+// //   const embeddingResponse = await openaiClient.embed(input);
+
+// //   const [{ embedding }] = embeddingResponse.data.data;
+
+// //   const {error: insertDocumentError, data: Document} = await supabaseAdmin.from('documents').insert({
+// //     content: input,
+// //     embedding,
+// //     url,
+// //   }).select().limit(1).single()
+// // } catch (error) {
+// //     console.log('error', error);
+// // }
diff --git a/apps/supabase-promptable-chat/scripts/scrape-url.ts b/apps/supabase-promptable-chat/scripts/scrape-url.ts
new file mode 100644
index 0000000..0727424
--- /dev/null
+++ b/apps/supabase-promptable-chat/scripts/scrape-url.ts
@@ -0,0 +1,18 @@
+import cheerio, { CheerioAPI } from 'cheerio';
+
+async function scrape(url: string) {
+  /**
+   * Logic to scrape web url text and write file to the scripts folder
+   */
+}
+
+/**
+ * 
+ * Draft loads body text
+ * 
+ * const response = await fetch(url);
+    const html = await response.text();
+    const $ = cheerio.load(html);
+    // tag based e.g. <main>
+    const articleText = $('body').text();
+ */
diff --git a/apps/supabase-promptable-chat/styles/base.css b/apps/supabase-promptable-chat/styles/base.css
new file mode 100644
index 0000000..b5c61c9
--- /dev/null
+++ b/apps/supabase-promptable-chat/styles/base.css
@@ -0,0 +1,3 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
diff --git a/apps/supabase-promptable-chat/styles/chrome-bug.css b/apps/supabase-promptable-chat/styles/chrome-bug.css
new file mode 100644
index 0000000..245ec8f
--- /dev/null
+++ b/apps/supabase-promptable-chat/styles/chrome-bug.css
@@ -0,0 +1,12 @@
+/**
+ * Chrome has a bug with transitions on load since 2012!
+ *
+ * To prevent a "pop" of content, you have to disable all transitions until
+ * the page is done loading.
+ *
+ * https://lab.laukstein.com/bug/input
+ * https://twitter.com/timer150/status/1345217126680899584
+ */
+body.loading * {
+  transition: none !important;
+}
diff --git a/apps/supabase-promptable-chat/styles/loading-dots.module.css b/apps/supabase-promptable-chat/styles/loading-dots.module.css
new file mode 100644
index 0000000..9bb6835
--- /dev/null
+++ b/apps/supabase-promptable-chat/styles/loading-dots.module.css
@@ -0,0 +1,69 @@
+.loading {
+  display: inline-flex;
+  align-items: center;
+}
+
+.loading .spacer {
+  margin-right: 2px;
+}
+
+.loading span {
+  animation-name: blink;
+  animation-duration: 1.4s;
+  animation-iteration-count: infinite;
+  animation-fill-mode: both;
+  width: 5px;
+  height: 5px;
+  border-radius: 50%;
+  display: inline-block;
+  margin: 0 1px;
+}
+
+.loading span:nth-of-type(2) {
+  animation-delay: 0.2s;
+}
+
+.loading span:nth-of-type(3) {
+  animation-delay: 0.4s;
+}
+
+.loading2 {
+  display: inline-flex;
+  align-items: center;
+}
+
+.loading2 .spacer {
+  margin-right: 2px;
+}
+
+.loading2 span {
+  animation-name: blink;
+  animation-duration: 1.4s;
+  animation-iteration-count: infinite;
+  animation-fill-mode: both;
+  width: 4px;
+  height: 4px;
+  border-radius: 50%;
+  display: inline-block;
+  margin: 0 1px;
+}
+
+.loading2 span:nth-of-type(2) {
+  animation-delay: 0.2s;
+}
+
+.loading2 span:nth-of-type(3) {
+  animation-delay: 0.4s;
+}
+
+@keyframes blink {
+  0% {
+    opacity: 0.2;
+  }
+  20% {
+    opacity: 1;
+  }
+  100% {
+    opacity: 0.2;
+  }
+}
diff --git a/apps/supabase-promptable-chat/tailwind.config.js b/apps/supabase-promptable-chat/tailwind.config.js
new file mode 100644
index 0000000..aa28f13
--- /dev/null
+++ b/apps/supabase-promptable-chat/tailwind.config.js
@@ -0,0 +1,12 @@
+/** @type {import('tailwindcss').Config} */
+module.exports = {
+  content: [
+    './app/**/*.{js,ts,jsx,tsx}',
+    './pages/**/*.{js,ts,jsx,tsx}',
+    './components/**/*.{js,ts,jsx,tsx}',
+  ],
+  theme: {
+    extend: {},
+  },
+  plugins: [require('@headlessui/tailwindcss')],
+};
diff --git a/apps/supabase-promptable-chat/tsconfig.json b/apps/supabase-promptable-chat/tsconfig.json
new file mode 100644
index 0000000..9316547
--- /dev/null
+++ b/apps/supabase-promptable-chat/tsconfig.json
@@ -0,0 +1,29 @@
+{
+  "compilerOptions": {
+    "target": "es5",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "forceConsistentCasingInFileNames": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "node",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "baseUrl": ".",
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/apps/supabase-promptable-chat/types/db.ts b/apps/supabase-promptable-chat/types/db.ts
new file mode 100644
index 0000000..e18d5bd
--- /dev/null
+++ b/apps/supabase-promptable-chat/types/db.ts
@@ -0,0 +1,5 @@
+export interface Documents {
+  id: string;
+  content: string;
+  embedding: number[][];
+}
diff --git a/apps/supabase-promptable-chat/utils/openai-client.ts b/apps/supabase-promptable-chat/utils/openai-client.ts
new file mode 100644
index 0000000..8a57555
--- /dev/null
+++ b/apps/supabase-promptable-chat/utils/openai-client.ts
@@ -0,0 +1,7 @@
+import { OpenAI } from 'promptable';
+
+if (!process.env.OPENAI_API_KEY) {
+  throw new Error('Missing OpenAI env var');
+}
+
+export const openaiClient = new OpenAI(`${process.env.OPENAI_API_KEY}`);
diff --git a/apps/supabase-promptable-chat/utils/supabase-client.ts b/apps/supabase-promptable-chat/utils/supabase-client.ts
new file mode 100644
index 0000000..052d7a1
--- /dev/null
+++ b/apps/supabase-promptable-chat/utils/supabase-client.ts
@@ -0,0 +1,14 @@
+import { createClient } from '@supabase/supabase-js';
+
+if (
+  !process.env.NEXT_PUBLIC_SUPABASE_URL ||
+  !process.env.SUPABASE_SERVICE_ROLE_KEY
+) {
+  throw new Error('Missing Supabase env var');
+}
+
+// Create a supabase client to interact with your database
+export const supabaseAdmin = createClient(
+  process.env.NEXT_PUBLIC_SUPABASE_URL!,
+  process.env.SUPABASE_SERVICE_ROLE_KEY!,
+);