diff --git a/apps/registry/pages/api/suggestions-beta.js b/apps/registry/pages/api/suggestions-beta.js
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+++ b/apps/registry/pages/api/suggestions-beta.js
@@ -0,0 +1,166 @@
+const { createClient } = require('@supabase/supabase-js');
+const YAML = require('json-to-pretty-yaml');
+const supabaseUrl = 'https://itxuhvvwryeuzuyihpkp.supabase.co';
+const supabaseKey = process.env.SUPABASE_KEY;
+const supabase = createClient(supabaseUrl, supabaseKey);
+const OpenAI = require('openai');
+const openai = new OpenAI({
+  apiKey: process.env.OPENAI_API_KEY,
+});
+
+/*
+ @todo
+- create a list of all posssible num key values for the schema
+- add a suggestion level, critical, warning, info
+- add a suggestion sentiment, modest, factual, beginner etc
+- add a suggestion brevity, terse, moderate, verbose
+- add a suggestion type, spelling, grammar, clarity, relevance, conciseness, tone, style, formatting
+- add the above configurable options to the prompt
+- add an example to each possible schemaKey
+*/
+
+const BREVITY = {
+  terse: 'terse',
+  moderate: 'moderate',
+  verbose: 'verbose',
+};
+
+const functions = [
+  {
+    name: 'jsonresumeSuggestion',
+    description:
+      'Given a jsonresume schema property, this format recommends improvements to the resume.',
+    parameters: {
+      type: 'object',
+      properties: {
+        suggestions: {
+          type: 'array',
+          items: {
+            type: 'object',
+            properties: {
+              schemaKey: {
+                type: 'string',
+                description:
+                  'The key of the schema property to suggest improvements for e.g. basics.summary, work[1].name, work[1].highlights[0], skills[2].keywords[2] etc',
+              },
+              suggestion: { type: 'string' },
+            },
+          },
+        },
+      },
+      required: [],
+    },
+  },
+];
+
+export default async function handler(req, res) {
+  const username = req.body.username || 'thomasdavis';
+  const brevity = req.body.brevity || BREVITY.verbose;
+  const sentiment = req.body.sentiment || 'modest';
+
+  const { data } = await supabase
+    .from('resumes')
+    .select()
+    .eq('username', username);
+
+  const resume = JSON.parse(data[0].resume);
+  const content = YAML.stringify(resume);
+
+  const prompt = [
+    `
+  This is a persons resume in the JSON Resume format.
+
+  ${content}
+
+  You are a career coach and resume writer. You have been asked to review this resume and provide suggestions for improvement.
+
+  Please give the person advice in these areas but not including (use your own imagination) e.g.
+  - Bad spelling and grammar
+  - Sentences that seem irrelvant
+  - Better ways of saying things
+  - Jobs and skills that I could have described better
+  - You can't rewrite references, but you inform if they don't make the candidate look good.
+`,
+  ];
+
+  switch (brevity) {
+    case BREVITY.terse:
+      prompt.push(`
+        - Your suggestions should be very brief and terse. No one likes reading long resumes. Rule of thumb: 1-2 sentences per suggestion.
+      `);
+      break;
+    case BREVITY.moderate:
+      prompt.push(`
+        - Your suggestions should be moderate in length. Not too long, not too short. Rule of thumb 2-3 sentences per suggestion.
+      `);
+
+      break;
+    case BREVITY.verbose:
+      prompt.push(`
+        - Your suggestions can be verbose. Feel free to provide detailed feedback. Rule of thumb: 3-4 sentences per suggestion.
+      `);
+      break;
+  }
+
+  switch (sentiment) {
+    case 'modest':
+      prompt.push(`
+        - Be modest in your suggestions. Don't be too harsh or critical. Remember, you are here to help the person improve their resume.
+      `);
+      break;
+    case 'factual':
+      prompt.push(`
+        - Be factual in your suggestions. Stick to the facts and avoid making assumptions or generalizations.
+      `);
+      break;
+    case 'beginner':
+      prompt.push(`
+        - Assume the person is a beginner and provide suggestions accordingly. Use simple language and avoid jargon.
+      `);
+      break;
+  }
+
+  prompt.push(`
+
+  - Your suggestions should be very brief and terse. No one likes reading long resumes.
+  - Don't comment on url or email addresses. Assume they are correct.
+  - Don't bother commenting if a field is already concise, good or clear.
+  - If you say something is wrong, suggest a better way to say it.
+
+  Do not give general tips. Be as specific about my actual resume as possible.
+  
+
+  Make sure you reference which aspect of the json resume that you are talking about for each critcisim.
+
+  e.g. basics.name, work[0].position, projects[1].highlights[1] etc.
+
+  Suggest!
+  `);
+
+  const messages = [
+    {
+      role: 'system',
+      content: prompt.join(''),
+    },
+  ];
+
+  const chat = await openai.chat.completions.create({
+    model: 'gpt-4o',
+    temperature: 0.7,
+    messages,
+    functions,
+  });
+
+  console.log(JSON.stringify(chat, undefined, 4));
+
+  try {
+    // get open ai function response
+    const functionCall = chat.choices[0].message.function_call;
+    const results = JSON.parse(functionCall.arguments);
+    console.log(results);
+    return res.status(200).send(results);
+  } catch (e) {
+    console.error(e);
+    return res.status(200).send('it failed');
+  }
+}