Halfway through adding AI Risk Analysis. GPT has completely forgotten what we're doing.

backend/server2.js

@@ -157,6 +157,47 @@ try {
   console.error('Error reading economicproj.json:', err);
 }
 
+//AI At Risk helpers
+async function getRiskAnalysisFromDB(socCode) {
+  const row = await userProfileDb.get(
+    `SELECT * FROM ai_risk_analysis WHERE soc_code = ?`,
+    [socCode]
+  );
+  return row || null;
+}
+
+// Helper to upsert a row
+async function storeRiskAnalysisInDB({
+  socCode,
+  careerName,
+  jobDescription,
+  tasks,
+  riskLevel,
+  reasoning,
+}) {
+  // We'll use INSERT OR REPLACE so that if a row with the same soc_code 
+  // already exists, it gets replaced (acts like an upsert).
+  const sql = `
+    INSERT OR REPLACE INTO ai_risk_analysis (
+      soc_code,
+      career_name,
+      job_description,
+      tasks,
+      risk_level,
+      reasoning,
+      created_at
+    ) VALUES (?, ?, ?, ?, ?, ?, CURRENT_TIMESTAMP)
+  `;
+  await userProfileDb.run(sql, [
+    socCode,
+    careerName || '',
+    jobDescription || '',
+    tasks || '',
+    riskLevel || '',
+    reasoning || '',
+  ]);
+}
+
 /**************************************************
  * O*Net routes, CIP routes, distance routes, etc.
  **************************************************/
@@ -735,6 +776,68 @@ app.get('/api/user-profile/:id', (req, res) => {
   });
 });
 
+
+/***************************************************
+ * AI RISK ASSESSMENT ENDPOINT READ
+ ****************************************************/
+app.get('/api/ai-risk/:socCode', async (req, res) => {
+  const { socCode } = req.params;
+  try {
+    const row = await getRiskAnalysisFromDB(socCode);
+    if (!row) {
+      return res.status(404).json({ error: 'Not found' });
+    }
+    // Return full data or partial, up to you:
+    res.json({
+      socCode: row.soc_code,
+      careerName: row.career_name,
+      jobDescription: row.job_description,
+      tasks: row.tasks,
+      riskLevel: row.risk_level,
+      reasoning: row.reasoning,
+      created_at: row.created_at,
+    });
+  } catch (err) {
+    console.error('Error fetching AI risk:', err);
+    res.status(500).json({ error: 'Internal server error' });
+  }
+});
+
+/***************************************************
+ * AI RISK ASSESSMENT ENDPOINT WRITE
+ ****************************************************/
+app.post('/api/ai-risk', async (req, res) => {
+  try {
+    const {
+      socCode,
+      careerName,
+      jobDescription,
+      tasks,
+      riskLevel,
+      reasoning,
+    } = req.body;
+
+    if (!socCode) {
+      return res.status(400).json({ error: 'socCode is required' });
+    }
+
+    // Store / upsert row
+    await storeRiskAnalysisInDB({
+      socCode,
+      careerName,
+      jobDescription,
+      tasks,
+      riskLevel,
+      reasoning,
+    });
+
+    res.status(201).json({ message: 'AI Risk Analysis stored successfully' });
+  } catch (err) {
+    console.error('Error storing AI risk data:', err);
+    res.status(500).json({ error: 'Failed to store AI risk data.' });
+  }
+});
+
 /**************************************************
  * Start the Express server
  **************************************************/

backend/server3.js

@@ -584,6 +584,92 @@ app.post('/api/premium/milestone/convert-ai', authenticatePremiumUser, async (re
   }
 });
 
+/***************************************************
+   AI CAREER RISK ANALYSIS ENDPOINT
+ ****************************************************/
+// server3.js
+app.post('/api/premium/ai-risk-analysis', authenticatePremiumUser, async (req, res) => {
+  try {
+    const {
+      socCode,
+      careerName,
+      jobDescription,
+      tasks = []
+    } = req.body;
+
+    if (!socCode) {
+      return res.status(400).json({ error: 'socCode is required.' });
+    }
+
+    // 1) Check if we already have it
+    const cached = await getCachedRiskAnalysis(socCode);
+    if (cached) {
+      return res.json({
+        socCode: cached.soc_code,
+        careerName: cached.career_name,
+        jobDescription: cached.job_description,
+        tasks: cached.tasks ? JSON.parse(cached.tasks) : [],
+        riskLevel: cached.risk_level,
+        reasoning: cached.reasoning
+      });
+    }
+
+    // 2) If missing, call GPT-3.5 to generate analysis
+    const prompt = `
+      The user has a career named: ${careerName}
+      Description: ${jobDescription}
+      Tasks: ${tasks.join('; ')}
+
+      Provide AI automation risk analysis for the next 10 years.
+      Return JSON in exactly this format:
+
+      {
+        "riskLevel": "Low|Moderate|High",
+        "reasoning": "Short explanation (< 50 words)."
+      }
+    `;
+
+    const completion = await openai.chat.completions.create({
+      model: 'gpt-3.5-turbo',
+      messages: [{ role: 'user', content: prompt }],
+      temperature: 0.3,
+      max_tokens: 200,
+    });
+
+    const aiText = completion?.choices?.[0]?.message?.content?.trim() || '';
+    let parsed;
+    try {
+      parsed = JSON.parse(aiText);
+    } catch (err) {
+      console.error('Error parsing AI JSON:', err);
+      return res.status(500).json({ error: 'Invalid AI JSON response.' });
+    }
+    const { riskLevel, reasoning } = parsed;
+
+    // 3) Store in DB
+    await cacheRiskAnalysis({
+      socCode,
+      careerName,
+      jobDescription,
+      tasks,
+      riskLevel,
+      reasoning
+    });
+
+    // 4) Return the new analysis
+    res.json({
+      socCode,
+      careerName,
+      jobDescription,
+      tasks,
+      riskLevel,
+      reasoning
+    });
+  } catch (err) {
+    console.error('Error in /api/premium/ai-risk-analysis:', err);
+    res.status(500).json({ error: 'Failed to generate AI risk analysis.' });
+  }
+});
 
 /* ------------------------------------------------------------------
    MILESTONE ENDPOINTS

src/components/CareerModal.js

@@ -4,11 +4,40 @@ import axios from 'axios';
 const apiUrl = process.env.REACT_APP_API_URL;
 
 function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
-
   const [error, setError] = useState(null);
+  const [aiRisk, setAiRisk] = useState(null);       // <-- store AI risk data
+  const [loadingRisk, setLoadingRisk] = useState(false);
 
-  console.log('CareerModal props:', { career, careerDetails});
+  // Fetch AI risk whenever we have a valid SOC code from `career.code`
+  useEffect(() => {
+    if (!career?.code) return;
 
+    // e.g. "15-1231.00" => strip down to "15-1231" if needed
+    const strippedSoc = career.code.split('.')[0];
+    setLoadingRisk(true);
+
+    axios
+      .get(`${apiUrl}/ai-risk/${strippedSoc}`)
+      .then((res) => {
+        setAiRisk(res.data);
+      })
+      .catch((err) => {
+        if (err?.response?.status === 404) {
+          // no AI risk data
+          setAiRisk(null);
+        } else {
+          console.error('Error fetching AI risk:', err);
+          setError('Failed to load AI risk analysis.');
+        }
+      })
+      .finally(() => {
+        setLoadingRisk(false);
+      });
+  }, [career, apiUrl]);
+
+  console.log('CareerModal props:', { career, careerDetails, aiRisk });
+
+  // Handle your normal careerDetails loading logic
   if (careerDetails?.error) {
     return (
       <div className="fixed inset-0 bg-gray-900 bg-opacity-70 flex justify-center items-center z-50">
@@ -30,12 +59,15 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
         </div>
       </div>
     );
-}
+  }
+
   if (error) return <div>{error}</div>;
 
+  // Helper for "stability" rating
   const calculateStabilityRating = (salaryData) => {
-    const medianSalaryObj = salaryData.find(s => s.percentile === 'Median');
+    const medianSalaryObj = salaryData.find((s) => s.percentile === 'Median');
-    const medianSalary = medianSalaryObj?.regionalSalary || medianSalaryObj?.nationalSalary || 0;
+    const medianSalary =
+      medianSalaryObj?.regionalSalary || medianSalaryObj?.nationalSalary || 0;
 
     if (medianSalary >= 90000) return 5;
     if (medianSalary >= 70000) return 4;
@@ -44,22 +76,44 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
     return 1;
   };
 
-
   return (
     <div className="fixed inset-0 bg-gray-900 bg-opacity-70 flex justify-center items-center overflow-auto z-50">
       <div className="bg-white rounded-lg shadow-lg w-full max-w-5xl p-6 m-4 max-h-[90vh] overflow-y-auto">
         
+        {/* Title row */}
         <div className="flex justify-between items-center mb-4 pb-2 border-b">
-          <h2 className="text-2xl font-bold text-blue-600">{careerDetails.title}</h2>
+          <div>
+            <h2 className="text-2xl font-bold text-blue-600">
+              {careerDetails.title}
+            </h2>
+            {/* AI RISK SECTION */}
+            {loadingRisk ? (
+              <p className="text-sm text-gray-500 mt-1">Loading AI risk...</p>
+            ) : aiRisk ? (
+              <div className="text-sm text-gray-500 mt-1">
+                <strong>AI Risk Level:</strong> {aiRisk.riskLevel}
+                <br />
+                <span>{aiRisk.reasoning}</span>
+              </div>
+            ) : (
+              <p className="text-sm text-gray-500 mt-1">
+                No AI risk data available
+              </p>
+            )}
+          </div>
+
+          {/* Buttons */}
           <div className="flex gap-2">
             <button
               onClick={() => {
-              const stabilityRating = calculateStabilityRating(careerDetails.salaryData);
+                const stabilityRating = calculateStabilityRating(
+                  careerDetails.salaryData
+                );
                 addCareerToList({
                   ...careerDetails,
                   ratings: {
-                  stability: stabilityRating
+                    stability: stabilityRating,
-                }
+                  },
                 });
               }}
               className="text-white bg-green-500 hover:bg-green-600 rounded px-3 py-1"
@@ -67,7 +121,6 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
               Add to Comparison
             </button>
 
-
             <button
               onClick={closeModal}
               className="text-white bg-red-500 hover:bg-red-600 rounded px-3 py-1"
@@ -83,7 +136,7 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
           <p className="text-gray-700">{careerDetails.jobDescription}</p>
         </div>
 
-        {/* Tasks (full width) */}
+        {/* Tasks */}
         <div className="mb-4 border-t pt-3">
           <h3 className="text-lg font-semibold mb-2">Tasks:</h3>
           <ul className="list-disc pl-5 space-y-1">
@@ -93,7 +146,7 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
           </ul>
         </div>
 
-        {/* Salary and Economic Projections side-by-side */}
+        {/* Salary & Projections side-by-side */}
         <div className="flex flex-col md:flex-row gap-4 border-t pt-3">
           {/* Salary Data */}
           <div className="md:w-1/2 overflow-x-auto">
@@ -110,8 +163,12 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
                 {careerDetails.salaryData.map((s, i) => (
                   <tr key={i}>
                     <td className="px-3 py-2 border-b">{s.percentile}</td>
-                    <td className="px-3 py-2 border-b">${s.regionalSalary.toLocaleString()}</td>
+                    <td className="px-3 py-2 border-b">
-                    <td className="px-3 py-2 border-b">${s.nationalSalary.toLocaleString()}</td>
+                      ${s.regionalSalary.toLocaleString()}
+                    </td>
+                    <td className="px-3 py-2 border-b">
+                      ${s.nationalSalary.toLocaleString()}
+                    </td>
                   </tr>
                 ))}
               </tbody>
@@ -121,27 +178,25 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
           {/* Economic Projections */}
           <div className="md:w-1/2 overflow-x-auto">
             <h3 className="text-lg font-semibold mb-2">Economic Projections</h3>
-
             <table className="w-full text-left border border-gray-300 rounded">
               <thead className="bg-gray-100">
                 <tr>
                   <th className="px-3 py-2 border-b"></th>
-                  {/* If we have state data, show a column for it */}
                   {careerDetails.economicProjections.state && (
                     <th className="px-3 py-2 border-b">
                       {careerDetails.economicProjections.state.area}
                     </th>
                   )}
-                  {/* If we have national data, show a column for it */}
                   {careerDetails.economicProjections.national && (
                     <th className="px-3 py-2 border-b">National</th>
                   )}
                 </tr>
               </thead>
               <tbody>
-                {/* Row for Current Jobs */}
                 <tr>
-                  <td className="px-3 py-2 border-b font-semibold">Current Jobs</td>
+                  <td className="px-3 py-2 border-b font-semibold">
+                    Current Jobs
+                  </td>
                   {careerDetails.economicProjections.state && (
                     <td className="px-3 py-2 border-b">
                       {careerDetails.economicProjections.state.base.toLocaleString()}
@@ -153,10 +208,10 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
                     </td>
                   )}
                 </tr>
-
-                {/* Row for Jobs in 10 yrs */}
                 <tr>
-                  <td className="px-3 py-2 border-b font-semibold">Jobs in 10 yrs</td>
+                  <td className="px-3 py-2 border-b font-semibold">
+                    Jobs in 10 yrs
+                  </td>
                   {careerDetails.economicProjections.state && (
                     <td className="px-3 py-2 border-b">
                       {careerDetails.economicProjections.state.projection.toLocaleString()}
@@ -168,8 +223,6 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
                     </td>
                   )}
                 </tr>
-
-                {/* Row for Growth % */}
                 <tr>
                   <td className="px-3 py-2 border-b font-semibold">Growth %</td>
                   {careerDetails.economicProjections.state && (
@@ -183,10 +236,10 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
                     </td>
                   )}
                 </tr>
-
-                {/* Row for Annual Openings */}
                 <tr>
-                  <td className="px-3 py-2 border-b font-semibold">Annual Openings</td>
+                  <td className="px-3 py-2 border-b font-semibold">
+                    Annual Openings
+                  </td>
                   {careerDetails.economicProjections.state && (
                     <td className="px-3 py-2 border-b">
                       {careerDetails.economicProjections.state.annualOpenings.toLocaleString()}
@@ -201,7 +254,6 @@ function CareerModal({ career, careerDetails, closeModal, addCareerToList }) {
               </tbody>
             </table>
           </div>
-
         </div>
       </div>
     </div>