Added AI-risk to CareerCoach, fixed infinite loop, all/most contextual information provided to CareerCoach.

backend/server2.js

@@ -173,10 +173,27 @@ async function storeRiskAnalysisInDB({
   jobDescription,
   tasks,
   riskLevel,
-  reasoning,
+  reasoning
 }) {
-  // We'll use INSERT OR REPLACE so that if a row with the same soc_code 
+  // 1) get existing row if any
-  // already exists, it gets replaced (acts like an upsert).
+  const existing = await userProfileDb.get(
+    `SELECT * FROM ai_risk_analysis WHERE soc_code = ?`,
+    [socCode]
+  );
+
+  let finalJobDesc = jobDescription ?? "";
+  let finalTasks = tasks ?? "";
+
+  // 2) If existing row and the new jobDescription is blank => keep existing
+  if (existing) {
+    if (!jobDescription?.trim()) {
+      finalJobDesc = existing.job_description;
+    }
+    if (!tasks?.trim()) {
+      finalTasks = existing.tasks;
+    }
+  }
+
   const sql = `
     INSERT OR REPLACE INTO ai_risk_analysis (
       soc_code,
@@ -190,14 +207,15 @@ async function storeRiskAnalysisInDB({
   `;
   await userProfileDb.run(sql, [
     socCode,
-    careerName || '',
+    careerName || existing?.career_name || '',
-    jobDescription || '',
+    finalJobDesc || '',
-    tasks || '',
+    finalTasks || '',
-    riskLevel || '',
+    riskLevel || existing?.risk_level || '',
-    reasoning || '',
+    reasoning || existing?.reasoning || ''
   ]);
 }
 
+
 /**************************************************
  * O*Net routes, CIP routes, distance routes, etc.
  **************************************************/

backend/server3.js

@@ -479,6 +479,9 @@ ${riskText}
 }
 
 // Example: ai/chat with correct milestone-saving logic
+// At the top of server3.js, leave your imports and setup as-is
+// (No need to import 'pluralize' if we're no longer using it!)
+
 app.post('/api/premium/ai/chat', authenticatePremiumUser, async (req, res) => {
   try {
     const {
@@ -494,65 +497,70 @@ app.post('/api/premium/ai/chat', authenticatePremiumUser, async (req, res) => {
     // ------------------------------------------------
 
     // A. Build a "where you are now" vs. "where you want to go" message
+    //    with phrasing that works for plural career names.
     function buildStatusSituationMessage(status, situation, careerName) {
-      const sStatus = (status || "").toLowerCase();     // e.g. "planned", "current", "exploring"
+      // For example: careerName = "Blockchain Engineers"
-      const sSituation = (situation || "").toLowerCase(); // e.g. "planning", "preparing", "enhancing", "retirement"
+      const sStatus = (status || "").toLowerCase();
+      const sSituation = (situation || "").toLowerCase();
 
-      // "Where you are now"
+      // Intro / "Now" part
       let nowPart = "";
       switch (sStatus) {
         case "planned":
-          nowPart = `It appears you're looking ahead to a possible future in ${careerName}.`;
+          nowPart = `Hi! It sounds like you're looking ahead to potential opportunities in ${careerName}.`;
           break;
         case "current":
-          nowPart = `It appears you're already working in the ${careerName} field.`;
+          nowPart = `Hi! It looks like you're currently involved in ${careerName}.`;
           break;
         case "exploring":
-          nowPart = `It appears you're exploring how ${careerName} might fit your future plans.`;
+          nowPart = `Hi! You're exploring how ${careerName} might fit your plans.`;
           break;
         default:
-          nowPart = `I don’t have a clear picture of where you stand currently with ${careerName}.`;
+          nowPart = `Hi! I'm not fully sure about your current involvement with ${careerName}, but I'd love to learn more.`;
           break;
       }
 
-      // "Where you’d like to go next"
+      // Next / "Where you're going" part
       let nextPart = "";
       switch (sSituation) {
         case "planning":
-          nextPart = `You're aiming to clarify your strategy for moving into this field.`;
+          nextPart = `You're aiming to clarify your strategy for moving into a role within ${careerName}.`;
           break;
         case "preparing":
-          nextPart = `You're actively developing the skills you need to step into ${careerName}.`;
+          nextPart = `You're actively developing the skills you need for future opportunities in ${careerName}.`;
           break;
         case "enhancing":
-          nextPart = `You’d like to deepen or expand your responsibilities within ${careerName}.`;
+          nextPart = `You'd like to deepen or broaden your responsibilities within ${careerName}.`;
           break;
         case "retirement":
-          nextPart = `You're considering how to transition toward retirement in this role.`;
+          nextPart = `You're considering how to transition toward retirement from ${careerName}.`;
           break;
         default:
-          nextPart = `I'm not entirely sure of your next direction.`;
+          nextPart = `I'm not entirely sure what your next steps might be regarding ${careerName}, but we'll figure it out together.`;
           break;
       }
 
       const combinedDescription = `${nowPart} ${nextPart}`.trim();
 
-      // Add a friendly note about how there's no "wrong" answer
+      // Friendly note - feel free to tweak the wording
       const friendlyNote = `
-No worries if these selections feel a bit overlapping or if you're just exploring. 
+Feel free to use AptivaAI however it best suits you—there’s no "wrong" answer.
-One portion highlights where you currently see yourself, and the other points to where you'd like to go. 
+It doesn’t matter so much where you've been; it's about where you want to go from here.
-Feel free to refine these whenever you want, or just continue as is.
+We can refine details any time or jump straight to what you’re most eager to explore right now.
+
+If you complete the Interest Inventory, I’ll be able to offer more targeted suggestions based on your interests.
+
+I'm here to support you with personalized coaching—what would you like to focus on next?
       `.trim();
 
       return `${combinedDescription}\n\n${friendlyNote}`;
     }
 
-    // B. Build a user summary that references all available info
+    // B. Build a user summary that references all available info (unchanged from your code)
     function buildUserSummary({ userProfile, scenarioRow, financialProfile, collegeProfile, aiRisk }) {
-      // For illustration; adjust to your actual data fields.
       const userName = userProfile.first_name || "N/A";
       const location = userProfile.location || "N/A";
-      const userGoals = userProfile.goals || []; // maybe an array
+      const userGoals = userProfile.goals || [];
 
       const careerName = scenarioRow?.career_name || "this career";
       const socCode = scenarioRow?.soc_code || "N/A";
@@ -569,7 +577,9 @@ Feel free to refine these whenever you want, or just continue as is.
       const creditsCompleted = collegeProfile?.credits_completed || 0;
       const graduationDate = collegeProfile?.expected_graduation || "Unknown";
 
-      const aiRiskReport = aiRisk?.report || "No AI risk info provided.";
+      const aiRiskReport = aiRisk?.riskLevel
+  ? `Risk Level: ${aiRisk.riskLevel}\nReasoning: ${aiRisk.reasoning}`
+  : "No AI risk info provided.";
 
       return `
 [USER PROFILE]
@@ -598,14 +608,7 @@ ${aiRiskReport}
       `.trim();
     }
 
-    // Example environment config
+    // (No changes to your environment configs)
-    const MILESTONE_API_URL = process.env.APTIVA_INTERNAL_API 
-      ? `${process.env.APTIVA_INTERNAL_API}/premium/milestone`
-      : "http://localhost:5002/api/premium/milestone";
-
-    const IMPACT_API_URL = process.env.APTIVA_INTERNAL_API
-      ? `${process.env.APTIVA_INTERNAL_API}/premium/milestone-impacts`
-      : "http://localhost:5002/api/premium/milestone-impacts";
 
     // ------------------------------------------------
     // 2. AI Risk Fetch
@@ -662,11 +665,32 @@ ${aiRiskReport}
     const systemPromptIntro = `
 You are Jess, a professional career coach working inside AptivaAI.
 
-The user has already provided detailed information about their situation, career goals, finances, education, and more. 
+The user has already provided detailed information about their situation, career goals, finances, education, and more.
 Your job is to leverage *all* this context to provide specific, empathetic, and helpful advice.
 
-Do not re-ask for the details below unless you need clarifications. 
+Remember: AptivaAI’s mission is to help the workforce grow *with* AI, not be displaced by it. 
-Reflect and use the user's actual data. Avoid purely generic responses.
+Just like previous revolutions—industrial, digital—our goal is to show individuals how to 
+utilize AI tools, enhance their own capabilities, and pivot into new opportunities if automation 
+begins to handle older tasks.
+
+Speak in a warm, empathetic tone. Validate the user's ambitions, 
+explain how to break down big goals into realistic steps, 
+and highlight how AI can serve as a *collaborative* tool rather than a rival.
+
+Reference the user's location and any relevant experiences or ambitions they've shared.
+Validate their ambitions, explain how to break down big goals into realistic steps,
+and gently highlight how the user might further explore or refine their plans with AptivaAI's Interest Inventory.
+
+If the user has mentioned ambitious financial or lifestyle goals (e.g., wanting to buy a Ferrari,
+become a millionaire, etc.), acknowledge them as "bold" or "exciting," and clarify
+how the user might move toward them via skill-building, networking, or
+other relevant steps.
+
+Use bullet points to restate user goals or interests.
+End with an open-ended question about what they'd like to tackle next in their plan.
+
+Do not re-ask for the details below unless you need clarifications.
+Reflect the user's actual data. Avoid purely generic responses.
 `.trim();
 
     const systemPromptStatusSituation = `
@@ -688,7 +712,7 @@ ${summaryText}
     ];
 
     // ------------------------------------------------
-    // 6. Call GPT
+    // 6. Call GPT (unchanged)
     // ------------------------------------------------
     const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
     const completion = await openai.chat.completions.create({
@@ -701,7 +725,7 @@ ${summaryText}
     let coachResponse = completion?.choices?.[0]?.message?.content?.trim();
 
     // ------------------------------------------------
-    // 7. Detect and Possibly Save Milestones
+    // 7. Detect and Possibly Save Milestones (unchanged)
     // ------------------------------------------------
     let milestones = [];
     let isMilestoneFormat = false;
@@ -714,7 +738,10 @@ ${summaryText}
     }
 
     if (isMilestoneFormat && milestones.length) {
-      // 7a. Prepare data for milestone creation
+      const MILESTONE_API_URL = process.env.APTIVA_INTERNAL_API 
+        ? `${process.env.APTIVA_INTERNAL_API}/premium/milestone`
+        : "http://localhost:5002/api/premium/milestone";
+
       const rawForMilestonesEndpoint = milestones.map(m => {
         return {
           title: m.title,
@@ -724,7 +751,6 @@ ${summaryText}
         };
       });
 
-      // 7b. Bulk-create milestones
       const mileRes = await fetch(MILESTONE_API_URL, {
         method: "POST",
         headers: { "Content-Type": "application/json" },
@@ -735,10 +761,12 @@ ${summaryText}
         console.error("Failed to save milestones =>", mileRes.status);
         coachResponse = "I prepared milestones, but couldn't save them right now. Please try again later.";
       } else {
-        // 7c. newly created milestones with IDs
         const createdMils = await mileRes.json();
 
-        // 7d. For each milestone, if it has "impacts", create them
+        const IMPACT_API_URL = process.env.APTIVA_INTERNAL_API
+          ? `${process.env.APTIVA_INTERNAL_API}/premium/milestone-impacts`
+          : "http://localhost:5002/api/premium/milestone-impacts";
+
         for (let i = 0; i < milestones.length; i++) {
           const originalMilestone = milestones[i];
           const newMilestone = createdMils[i];
@@ -775,15 +803,16 @@ ${summaryText}
     }
 
     // ------------------------------------------------
-    // 8. Send JSON Response
+    // 8. Send JSON Response (unchanged)
     // ------------------------------------------------
-    res.json({ reply: coachResponse });
+    res.json({ reply: coachResponse, aiRisk });
   } catch (err) {
     console.error("Error in /api/premium/ai/chat =>", err);
     res.status(500).json({ error: "Failed to generate conversational response." });
   }
 });
 
+
 /***************************************************
    AI MILESTONE CONVERSION ENDPOINT
  ****************************************************/

package-lock.json

@@ -37,6 +37,7 @@
         "openai": "^4.97.0",
         "pdf-parse": "^1.1.1",
         "pdfjs-dist": "^3.11.174",
+        "pluralize": "^8.0.0",
         "react": "^18.2.0",
         "react-chartjs-2": "^5.2.0",
         "react-dom": "^18.2.0",
@@ -14370,6 +14371,15 @@
         "node": ">=4"
       }
     },
+    "node_modules/pluralize": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/pluralize/-/pluralize-8.0.0.tgz",
+      "integrity": "sha512-Nc3IT5yHzflTfbjgqWcCPpo7DaKy4FnpB0l/zCAW0Tc7jxAiuqSxHasntB3D7887LSrA93kDJ9IXovxJYxyLCA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=4"
+      }
+    },
     "node_modules/possible-typed-array-names": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/possible-typed-array-names/-/possible-typed-array-names-1.1.0.tgz",

package.json

@@ -32,6 +32,7 @@
     "openai": "^4.97.0",
     "pdf-parse": "^1.1.1",
     "pdfjs-dist": "^3.11.174",
+    "pluralize": "^8.0.0",
     "react": "^18.2.0",
     "react-chartjs-2": "^5.2.0",
     "react-dom": "^18.2.0",

src/components/CareerCoach.js

@@ -7,13 +7,17 @@ export default function CareerCoach({
   scenarioRow,
   collegeProfile,
   onMilestonesCreated,
+  onAiRiskFetched
 }) {
   const [messages, setMessages] = useState([]);
   const [input, setInput] = useState("");
   const [loading, setLoading] = useState(false);
   const chatContainerRef = useRef(null);
   const [hasSentMessage, setHasSentMessage] = useState(false);
+  const [prevRiskLevel, setPrevRiskLevel] = useState(null);
 
+  // NEW: optional local state to hold the AI risk data if you want to show it somewhere
+  const [aiRisk, setAiRisk] = useState(null);
 
   useEffect(() => {
     if (chatContainerRef.current) {
@@ -22,137 +26,127 @@ export default function CareerCoach({
   }, [messages, hasSentMessage]);
 
   useEffect(() => {
-    const introMessage = generatePersonalizedIntro();
+  if (!scenarioRow?.riskLevel) return;
-    setMessages([introMessage]);
+
-  }, [scenarioRow, userProfile]);
+  // If it hasn't changed, skip
+  if (scenarioRow.riskLevel === prevRiskLevel) return;
+
+  setPrevRiskLevel(scenarioRow.riskLevel);
+
+  // Now generate the intro once
+  const introMessage = generatePersonalizedIntro();
+  setMessages([introMessage]);
+}, [scenarioRow]);
 
   function buildStatusSituationMessage(status, situation, careerName) {
-  const sStatus = (status || "").toLowerCase();     
+    const sStatus = (status || "").toLowerCase();
-  // e.g. "planned", "current", "exploring", etc.
+    const sSituation = (situation || "").toLowerCase();
-  
-  const sSituation = (situation || "").toLowerCase(); 
-  // e.g. "planning", "preparing", "enhancing", "retirement"
-  
-  // -----------------------------
-  // "Where you are right now"
-  // -----------------------------
-  let nowPart = "";
-  switch (sStatus) {
-    case "planned":
-      nowPart = `It sounds like you're looking ahead to a possible future in ${careerName}.`;
-      break;
-    case "current":
-      nowPart = `It sounds like you're already in the ${careerName} field.`;
-      break;
-    case "exploring":
-      nowPart = `It sounds like you're still exploring how ${careerName} might fit your plans.`;
-      break;
-    default:
-      nowPart = `I don’t have much info on your current involvement with ${careerName}.`;
-      break;
-  }
-  
-  // -----------------------------
-  // "Where you’d like to go next"
-  // -----------------------------
-  let nextPart = "";
-  switch (sSituation) {
-    case "planning":
-      nextPart = `You're aiming to figure out your strategy for moving into this field.`;
-      break;
-    case "preparing":
-      nextPart = `You're actively developing the skills you need to step into ${careerName}.`;
-      break;
-    case "enhancing":
-      nextPart = `You’d like to deepen or broaden your responsibilities within ${careerName}.`;
-      break;
-    case "retirement":
-      nextPart = `You're contemplating how to transition toward retirement in this field.`;
-      break;
-    default:
-      nextPart = `I'm not entirely sure of your next direction.`;
-      break;
-  }
-  
-  // -----------------------------
-  // Combine the descriptive text
-  // -----------------------------
-  const combinedDescription = `${nowPart} ${nextPart}`.trim();
-  
-  // -----------------------------
-  // Optional “friendly note” if they seem to span different phases
-  // but we do *not* treat it as a mismatch or error.
-  // -----------------------------
-  let friendlyNote = `
-Feel free to use AptivaAI however it best suits you—there’s no "wrong" answer. 
-One part highlights your current situation, the other indicates what you're aiming for next. 
-Some folks aren't working and want premium-level guidance, and that's where we shine. 
-We can refine details anytime or just jump straight to what you're most interested in exploring now!
-  `.trim();
 
-  // You could conditionally show the friendlyNote only if you detect certain combos, 
+    let nowPart = "";
-  // OR you can show it unconditionally to make the user comfortable.
+    switch (sStatus) {
-  
+      case "planned":
-  // For maximum inclusivity, we can always show it.
+        nowPart = `It appears you’re looking ahead to a possible future as it pertains to ${careerName}.`;
-  
+        break;
-  return `${combinedDescription}\n\n${friendlyNote}`;
+      case "current":
-}
+        nowPart = `It appears you’re currently working in a role as it pertains to ${careerName}.`;
+        break;
+      case "exploring":
+        nowPart = `It appears you’re exploring how ${careerName} might fit your plans.`;
+        break;
+      default:
+        nowPart = `I don’t have a clear picture of your involvement with ${careerName}, but I’m here to help.`;
+        break;
+    }
+
+    let nextPart = "";
+    switch (sSituation) {
+      case "planning":
+        nextPart = `You're aiming to clarify your strategy for moving into this field.`;
+        break;
+      case "preparing":
+        nextPart = `You're actively developing the skills you need for new opportunities.`;
+        break;
+      case "enhancing":
+        nextPart = `You’d like to deepen or broaden your responsibilities.`;
+        break;
+      case "retirement":
+        nextPart = `You're considering how to transition toward retirement.`;
+        break;
+      default:
+        nextPart = `I'm not entirely sure of your next direction, but we’ll keep your background in mind.`;
+        break;
+    }
+
+    const combinedDescription = `${nowPart} ${nextPart}`.trim();
+
+    const friendlyNote = `
+Feel free to use AptivaAI however it best suits you—there’s no "wrong" answer. 
+AptivaAI asks for some of your current situation so we can provide the best guidance on what you should do next to reach your goals. 
+It's really about where you want to go from here (that's all you can control anyway).
+We can refine details anytime or just jump straight to what you're most interested in exploring now!
+    `.trim();
+
+    return `${combinedDescription}\n${friendlyNote}`;
+  }
 
   const generatePersonalizedIntro = () => {
-  const careerName = scenarioRow?.career_name || null;
+    const careerName = scenarioRow?.career_name || "this career";
-  const goalsText = scenarioRow?.career_goals?.trim() || null;
+    const goalsText = scenarioRow?.career_goals?.trim() || null;
-  const riskLevel = scenarioRow?.riskLevel;
+    const riskLevel = scenarioRow?.riskLevel;
-  const riskReasoning = scenarioRow?.riskReasoning;
+    const riskReasoning = scenarioRow?.riskReasoning;
 
-  const userSituation = userProfile?.career_situation?.toLowerCase();
+    const userSituation = userProfile?.career_situation?.toLowerCase();
-  const userStatus = scenarioRow?.status?.toLowerCase();
+    const userStatus = scenarioRow?.status?.toLowerCase();
 
-  const combinedMessage = buildStatusSituationMessage(userStatus, userSituation, careerName);
+    const combinedMessage = buildStatusSituationMessage(
+      userStatus,
+      userSituation,
+      careerName
+    );
 
-  const interestInventoryMessage = userProfile?.riasec
+    const interestInventoryMessage = userProfile?.riasec
-    ? `With your Interest Inventory profile (${userProfile.riasec}), I can tailor suggestions more precisely.`
+      ? `With your Interest Inventory profile (${userProfile.riasec}), I can tailor suggestions more precisely.`
-    : `If you complete the Interest Inventory, I’ll be able to offer more targeted suggestions based on your interests.`;
+      : `If you complete the Interest Inventory, I’ll be able to offer more targeted suggestions based on your interests.`;
 
-  const riskMessage =
+    const riskMessage =
-    riskLevel && riskReasoning
+      riskLevel && riskReasoning
-      ? `Note: This role has a <strong>${riskLevel}</strong> automation risk over the next 10 years. ${riskReasoning}`
+        ? `Note: This role has a <strong>${riskLevel}</strong> automation risk over the next 10 years. ${riskReasoning}`
-      : "";
+        : "";
 
-  const goalsMessage = goalsText
+    const goalsMessage = goalsText
-    ? `Your goals include:<br />${goalsText
+      ? `Your goals include:<br />${goalsText
-        .split(/\d+\.\s?/)
+          .split(/\d+\.\s?/)
-        .filter(Boolean)
+          .filter(Boolean)
-        .map((goal) => `• ${goal.trim()}`)
+          .map((goal) => `• ${goal.trim()}`)
-        .join("<br />")}`
+          .join("<br />")}`
-    : null;
+      : null;
 
-  const missingProfileFields = [];
+    const missingProfileFields = [];
-  if (!careerName) missingProfileFields.push("career choice");
+    if (!scenarioRow?.career_name) missingProfileFields.push("career choice");
-  if (!goalsText) missingProfileFields.push("career goals");
+    if (!goalsText) missingProfileFields.push("career goals");
-  if (!userSituation) missingProfileFields.push("career phase");
+    if (!userSituation) missingProfileFields.push("career phase");
 
-  let advisoryMessage = "";
+    let advisoryMessage = "";
-  if (missingProfileFields.length > 0) {
+    if (missingProfileFields.length > 0) {
-    advisoryMessage = `<br /><br /><em>If you provide ${
+      advisoryMessage = `<em>If you provide ${
-      missingProfileFields.length > 1
+        missingProfileFields.length > 1
-        ? "a few more details"
+          ? "a few more details"
-        : "this information"
+          : "this information"
-    }, I’ll be able to offer more tailored and precise advice.</em>`;
+      }, I’ll be able to offer more tailored and precise advice.</em>`;
-  }
+    }
 
-  return {
+    return {
-    role: "assistant",
+      role: "assistant",
-    content: `
+      content: `
-      Hi! ${combinedMessage}<br /><br />
+        Hi! ${combinedMessage}<br/>
-      ${goalsMessage ? goalsMessage + "<br /><br />" : ""}
+        ${goalsMessage ? goalsMessage + "<br/>" : ""}
-      ${interestInventoryMessage}<br /><br />
+        ${interestInventoryMessage}<br/>
-      ${riskMessage}<br />
+        ${riskMessage}<br/>
-      ${advisoryMessage}<br />
+        ${advisoryMessage}<br/>
-      I'm here to support you with personalized coaching. What would you like to focus on today?
+        I'm here to support you with personalized coaching. What would you like to focus on today?
-    `,
+      `,
+    };
   };
-};
-
 
   const handleSendMessage = async () => {
     if (!input.trim() || loading) return;
@@ -181,12 +175,16 @@ We can refine details anytime or just jump straight to what you're most interest
 
       if (!res.ok) throw new Error("AI request failed");
 
-      const { reply } = await res.json();
+      // Here we destructure out aiRisk from the JSON
+      // so we can store it or display it in the frontend
+      const { reply, aiRisk: riskDataFromServer } = await res.json();
 
-      setMessages((prev) => [
+      setMessages((prev) => [...prev, { role: "assistant", content: reply }]);
-        ...prev,
+
-        { role: "assistant", content: reply },
+      // OPTIONAL: store or use the AI risk data
-      ]);
+      if (riskDataFromServer && onAiRiskFetched) {
+        onAiRiskFetched(riskDataFromServer);
+      }
 
       if (
         reply.includes("created those milestones") ||
@@ -249,6 +247,15 @@ We can refine details anytime or just jump straight to what you're most interest
         )}
       </div>
 
+      {/* Optionally display AI risk info here if you'd like */}
+      {aiRisk && aiRisk.riskLevel && (
+        <div className="p-2 my-2 bg-yellow-100 text-yellow-900 rounded">
+          <strong>Automation Risk:</strong> {aiRisk.riskLevel}
+          <br />
+          <em>{aiRisk.reasoning}</em>
+        </div>
+      )}
+
       <form onSubmit={handleSubmit} className="flex space-x-2">
         <input
           type="text"

src/components/CareerExplorer.js

@@ -395,18 +395,19 @@ function CareerExplorer() {
       //    if not found => call server3 => store in server2.
       // ----------------------------------------------------
       let aiRisk = null;
-      const strippedSoc = socCode.split('.')[0];
+      const strippedSocCode = socCode.split('.')[0];
+      
 
       try {
         // Check local DB first (SQLite -> server2)
-        const localRiskRes = await axios.get(`${apiUrl}/ai-risk/${strippedSoc}`);
+        const localRiskRes = await axios.get(`${apiUrl}/ai-risk/${socCode}`);
         aiRisk = localRiskRes.data;
       } catch (err) {
         // If 404, we call server3's ChatGPT route at the SAME base url
         if (err.response && err.response.status === 404) {
           try {
             const aiRes = await axios.post(`${apiUrl}/public/ai-risk-analysis`, {
-              socCode: strippedSoc,
+              socCode,
               careerName: career.title,
               jobDescription: description,
               tasks,
@@ -416,7 +417,7 @@ function CareerExplorer() {
 
             // store it back in server2 to avoid repeated GPT calls
             await axios.post(`${apiUrl}/ai-risk`, {
-              socCode: strippedSoc,
+              socCode,
               careerName: aiRes.data.careerName,
               jobDescription: aiRes.data.jobDescription,
               tasks: aiRes.data.tasks,
@@ -426,7 +427,7 @@ function CareerExplorer() {
 
             // build final object
             aiRisk = {
-              socCode: strippedSoc,
+              socCode,
               careerName: career.title,
               jobDescription: description,
               tasks,

src/components/CareerRoadmap.js

@@ -1,6 +1,7 @@
 import React, { useState, useEffect } from 'react';
 import { useLocation } from 'react-router-dom';
 import { Line, Bar } from 'react-chartjs-2';
+import axios from 'axios';
 import {
   Chart as ChartJS,
   LineElement,
@@ -26,6 +27,8 @@ import parseAIJson from "../utils/parseAIJson.js"; // your shared parser
 import './CareerRoadmap.css';
 import './MilestoneTimeline.css';
 
+const apiUrl = process.env.REACT_APP_API_URL || '';
+
 // --------------
 // Register ChartJS Plugins
 // --------------
@@ -254,6 +257,7 @@ export default function CareerRoadmap({ selectedCareer: initialCareer }) {
   const [scenarioRow, setScenarioRow] = useState(null);
   const [collegeProfile, setCollegeProfile] = useState(null);
 
+  const [fullSocCode, setFullSocCode] = useState(null); // new line
   const [strippedSocCode, setStrippedSocCode] = useState(null);
   const [salaryData, setSalaryData] = useState(null);
   const [economicProjections, setEconomicProjections] = useState(null);
@@ -277,6 +281,7 @@ export default function CareerRoadmap({ selectedCareer: initialCareer }) {
   const [lastClickTime, setLastClickTime] = useState(null);
   const RATE_LIMIT_SECONDS = 15; // adjust as needed
   const [buttonDisabled, setButtonDisabled] = useState(false);
+  const [aiRisk, setAiRisk] = useState(null);
 
   const {
     projectionData: initProjData = [],
@@ -417,6 +422,7 @@ export default function CareerRoadmap({ selectedCareer: initialCareer }) {
   useEffect(() => {
     if (!scenarioRow?.career_name || !masterCareerRatings.length) {
       setStrippedSocCode(null);
+      setFullSocCode(null);
       return;
     }
     const lower = scenarioRow.career_name.trim().toLowerCase();
@@ -426,11 +432,103 @@ export default function CareerRoadmap({ selectedCareer: initialCareer }) {
     if (!found) {
       console.warn('No matching SOC =>', scenarioRow.career_name);
       setStrippedSocCode(null);
+      setFullSocCode(null);
       return;
     }
     setStrippedSocCode(stripSocCode(found.soc_code));
+    setFullSocCode(found.soc_code);
   }, [scenarioRow, masterCareerRatings]);
 
+ useEffect(() => {
+  if (!fullSocCode || !scenarioRow || scenarioRow.riskLevel) return;
+  (async () => {
+    const risk = await fetchAiRisk(
+      fullSocCode,
+      scenarioRow?.career_name,
+      scenarioRow?.job_description || "",
+      scenarioRow?.tasks || []
+    );
+    setAiRisk(risk);
+    if (risk && scenarioRow) {
+      const updated = {
+        ...scenarioRow,
+        riskLevel: risk.riskLevel,
+        riskReasoning: risk.reasoning
+      };
+      setScenarioRow(updated);
+    }
+  })();
+}, [fullSocCode, scenarioRow]);
+
+async function fetchAiRisk(socCode, careerName, description, tasks) {
+  let aiRisk = null;
+
+try {
+  // 1) Check server2 for existing entry
+  const localRiskRes = await axios.get(`${apiUrl}/ai-risk/${socCode}`);
+  aiRisk = localRiskRes.data; // { socCode, riskLevel, ... }
+} catch (err) {
+  // 2) If 404 => call server3
+  if (err.response && err.response.status === 404) {
+    try {
+      // Call GPT via server3
+      const aiRes = await axios.post(`${apiUrl}/public/ai-risk-analysis`, {
+        socCode,
+        careerName,
+        jobDescription: description,
+        tasks
+      });
+
+      const { riskLevel, reasoning } = aiRes.data;
+
+      // Prepare the upsert payload
+      const storePayload = {
+        socCode,
+        careerName,
+        riskLevel,
+        reasoning
+      };
+
+      // Only set jobDescription if non-empty
+      if (
+        aiRes.data.jobDescription &&
+        aiRes.data.jobDescription.trim().length > 0
+      ) {
+        storePayload.jobDescription = aiRes.data.jobDescription;
+      }
+
+      // Only set tasks if it's a non-empty array
+      if (
+        Array.isArray(aiRes.data.tasks) &&
+        aiRes.data.tasks.length > 0
+      ) {
+        storePayload.tasks = aiRes.data.tasks;
+      }
+
+      // 3) Store in server2
+      await axios.post(`${apiUrl}/ai-risk`, storePayload);
+
+      // Construct final object for usage here
+      aiRisk = {
+        socCode,
+        careerName,
+        jobDescription: description,
+        tasks,
+        riskLevel,
+        reasoning
+      };
+    } catch (err2) {
+      console.error("Error calling server3 or storing AI risk:", err2);
+      // fallback
+    }
+  } else {
+    console.error("Error fetching AI risk from server2 =>", err);
+  }
+}
+
+  return aiRisk;
+}
+
   // 6) Salary
   useEffect(() => {
     if (!strippedSocCode) {
@@ -456,6 +554,7 @@ export default function CareerRoadmap({ selectedCareer: initialCareer }) {
     })();
   }, [strippedSocCode, userArea, apiURL]);
 
+  
   // 7) Econ
   useEffect(() => {
     if (!strippedSocCode || !userState) {
@@ -832,7 +931,13 @@ if (aiLoading || clickCount >= DAILY_CLICK_LIMIT) {
                 onMilestonesCreated={() => {
                   /* refresh or reload logic here */
                 }}
-              />
+            
+
+            onAiRiskFetched={(riskData) => {
+                      // store it in local state
+                      setAiRisk(riskData);
+                    }}
+                  />
 
               {/* 1) Then your "Where Am I Now?" */}
               <h2 className="text-2xl font-bold mb-4">Where you are now and where you are going.</h2>
@@ -849,6 +954,14 @@ if (aiLoading || clickCount >= DAILY_CLICK_LIMIT) {
                       {yearsInCareer === '<1' ? 'year' : 'years'}
                     </p>
                   )}
+
+                   {aiRisk?.riskLevel && (
+                    <p className="text-center mt-2">
+                      <strong>AI Automation Risk:</strong>{' '}
+                      {aiRisk.riskLevel} <br />
+                      <em>{aiRisk.reasoning}</em>
+                    </p>
+                  )}
                 </div>
 
       {/* 2) Salary Benchmarks */}
@@ -1009,7 +1122,7 @@ if (aiLoading || clickCount >= DAILY_CLICK_LIMIT) {
       />
 
  {/* (E1) Interest Strategy */}
-        <label className="ml-4 font-medium">Interest Strategy:</label>
+        <label className="ml-4 font-medium">Interest Rate:</label>
         <select
           value={interestStrategy}
           onChange={(e) => setInterestStrategy(e.target.value)}