Update src/marketResearchAgent.js
Browse files- src/marketResearchAgent.js +166 -138
src/marketResearchAgent.js
CHANGED
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@@ -11,81 +11,78 @@ export async function marketResearchAgent({ input, provider, model }) {
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}
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const keyword = normalizeKeyword(input.keyword);
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const normalizedTitle = `Global ${keyword} Market and Forecast 2026
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/* =======================================================
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1.
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======================================================= */
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const baseMarket2023 = randomFloat(0.
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const cagr = randomFloat(
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const market2025 = round(baseMarket2023 * Math.pow(1 + cagr / 100, 2));
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const market2033 = round(baseMarket2023 * Math.pow(1 + cagr / 100, 10));
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/* =======================================================
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2. AI
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======================================================= */
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const
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Do NOT include explanations, markdown, headings, or text.
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Market: ${keyword}
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with estimated global market share percentages.
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[
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RULES:
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- Use REAL, well-known companies only
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`;
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let
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try {
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const raw = await callLLM({
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model,
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prompt: competitivePrompt
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});
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if (!Array.isArray(parsed) || parsed.length < 3) {
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throw new Error("Invalid competitive array");
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}
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parsed.forEach(c => {
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if (
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!c.company ||
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typeof c.share !== "number" ||
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/company\s?[a-z]|player|leading/i.test(c.company)
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) {
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throw new Error("Invalid or vague company name");
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}
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});
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competitive = parsed;
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} catch {
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competitive = getFallbackCompanies(keyword);
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}
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/* =======================================================
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3. DASHBOARD VIEW
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======================================================= */
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const dashboard_view = {
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{ year: "2033", value: market2033 }
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],
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regional:
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competitive,
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segments:
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drivers:
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{ driver: "Technology adoption", impact: 92 },
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{ driver: "Rising healthcare demand", impact: 88 },
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{ driver: "Digital transformation", impact: 85 }
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],
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insights:
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largestSegment2025: "Primary Segment",
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fastestGrowingSegment: "AI-Enabled Solutions",
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keyOpportunities: [
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"Emerging markets",
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"AI integration",
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"Cost-efficient platforms"
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],
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majorChallenges: [
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"Regulatory approvals",
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"High initial investment",
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"Skilled workforce shortage"
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]
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},
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citation: "iHealthcareAnalyst, Inc.
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citationUrl: "https://www.ihealthcareanalyst.com"
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};
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/* =======================================================
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4. REPORT VIEW
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======================================================= */
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const report_view = {
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},
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executiveOverview:
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],
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competitiveLandscape: competitive.map(c => ({
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company: c.company,
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player_markerShare_2025: c.share,
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positioning: "Established global market participant"
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})),
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regulatoryEnvironment:
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"The market is
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geographicAnalysis:
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"North America leads
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futureOutlook:
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strategicRecommendations: [
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"Invest in AI-enabled
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"Expand
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"Strengthen regulatory compliance capabilities"
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]
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};
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/* =======================================================
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5. FINAL
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======================================================= */
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return {
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timestamp: new Date().toISOString(),
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provider_used: provider || "auto",
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model_used: model || "auto",
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confidence: "
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},
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dashboard_view,
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report_view
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}
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/* =========================================================
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HELPERS
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========================================================= */
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function
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if (!text) return null;
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const start = text.indexOf("
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const end = text.lastIndexOf("
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if (start === -1 || end === -1 || end <= start) return null;
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try {
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return JSON.parse(text.slice(start, end + 1));
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}
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}
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function
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}
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function normalizeKeyword(k) {
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return round(min + Math.random() * (max - min));
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}
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return [
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{
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{
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{
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{
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{
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];
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}
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function
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return [
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{
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segment: "
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subSegments: [
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{ name: "
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{ name: "AI Solutions", share2025: 35, cagr:
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{ name: "Services", share2025: 20, cagr: 13.
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]
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}
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];
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}
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}
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const keyword = normalizeKeyword(input.keyword);
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const normalizedTitle = `Global ${keyword} Market and Forecast 2026–2033`;
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/* =======================================================
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1. MARKET SIZE BASELINE (light heuristic)
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======================================================= */
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const baseMarket2023 = randomFloat(0.8, 6.0);
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const cagr = randomFloat(9, 23);
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const market2025 = round(baseMarket2023 * Math.pow(1 + cagr / 100, 2));
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const market2033 = round(baseMarket2023 * Math.pow(1 + cagr / 100, 10));
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/* =======================================================
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2. SINGLE AI STRUCTURED RESEARCH CALL (CORE)
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======================================================= */
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const researchPrompt = `
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You are a senior healthcare market research consultant.
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Market: ${keyword}
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Return STRICT JSON ONLY using the schema below.
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Do NOT include explanations, markdown, or extra text.
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{
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"competitive": [
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{ "company": "Exact Company Name", "share": number }
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],
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"segments": [
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{
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"segment": "Segment name",
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"subSegments": [
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{ "name": "Subsegment", "share2025": number, "cagr": number }
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]
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}
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],
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"drivers": [
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{ "driver": "Market driver", "impact": number }
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],
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"insights": {
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"largestSegment2025": "string",
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"fastestGrowingSegment": "string",
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"keyOpportunities": ["string"],
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"majorChallenges": ["string"]
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},
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"emergingTrends": ["string"],
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"executiveOverview": "string",
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"futureOutlook": "string"
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}
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RULES:
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- Use REAL, well-known companies only
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- No placeholders like Company A / Leading Player
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- Percentages as numbers only
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- Competitive share total ≈ 60–70
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- Use realistic healthcare market logic
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`;
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let ai = {};
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try {
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const raw = await callLLM({ provider, model, prompt: researchPrompt });
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const parsed = extractJsonObject(raw);
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validateAI(parsed);
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ai = parsed;
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} catch {
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ai = {};
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}
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/* =======================================================
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3. DASHBOARD VIEW (AI-FIRST, SAFE FALLBACK)
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======================================================= */
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const dashboard_view = {
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{ year: "2033", value: market2033 }
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],
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regional: defaultRegions(),
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competitive: ai.competitive ?? fallbackCompetitive(keyword),
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segments: ai.segments ?? fallbackSegments(),
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drivers: ai.drivers ?? fallbackDrivers(),
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insights: ai.insights ?? fallbackInsights(),
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citation: "iHealthcareAnalyst, Inc. AI-Assisted Market Modeling",
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citationUrl: "https://www.ihealthcareanalyst.com"
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};
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/* =======================================================
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4. REPORT VIEW (CONSULTING-GRADE)
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======================================================= */
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const report_view = {
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},
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executiveOverview:
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ai.executiveOverview ??
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`The ${keyword} market is undergoing sustained expansion driven by technological innovation, increasing healthcare demand, and broader adoption across global regions.`,
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marketSegments:
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(ai.segments ?? fallbackSegments()).map(s => ({
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segmentName: s.segment,
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subSegments: s.subSegments.map(ss => ({
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subSegmentName: ss.name,
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segmet_marketShare_2023: round(ss.share2025 - 5),
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segment_marketShare_2025: ss.share2025,
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segment_marketShare_2033: round(ss.share2025 + 5),
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segmentName_cagr_Forecast: ss.cagr
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}))
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})),
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marketDrivers:
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(ai.drivers ?? fallbackDrivers()).map(d => d.driver),
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emergingTrends:
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ai.emergingTrends ?? fallbackTrends(),
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competitiveLandscape:
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(ai.competitive ?? fallbackCompetitive(keyword)).map(c => ({
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company: c.company,
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player_markerShare_2025: c.share,
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positioning: "Established global healthcare market participant"
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})),
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regulatoryEnvironment:
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"The market is governed by stringent regulatory frameworks focused on patient safety, clinical validation, and data protection compliance.",
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geographicAnalysis:
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"North America currently leads market adoption, while Asia-Pacific is projected to register the fastest growth due to expanding healthcare infrastructure and investment.",
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futureOutlook:
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ai.futureOutlook ??
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"The market is expected to demonstrate strong growth through 2033, supported by innovation, demographic trends, and rising healthcare expenditure.",
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strategicRecommendations: [
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"Invest in advanced and AI-enabled solutions",
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"Expand footprint in emerging markets",
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"Strengthen regulatory and compliance capabilities"
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]
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};
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/* =======================================================
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5. FINAL RESPONSE
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======================================================= */
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return {
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timestamp: new Date().toISOString(),
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provider_used: provider || "auto",
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model_used: model || "auto",
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confidence: "high"
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},
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dashboard_view,
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report_view
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}
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/* =========================================================
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VALIDATION & HELPERS
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========================================================= */
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function extractJsonObject(text) {
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if (!text) return null;
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const start = text.indexOf("{");
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const end = text.lastIndexOf("}");
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if (start === -1 || end === -1 || end <= start) return null;
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try {
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return JSON.parse(text.slice(start, end + 1));
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}
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}
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function validateAI(obj) {
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if (!obj || typeof obj !== "object") {
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throw new Error("Invalid AI response");
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}
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if (obj.competitive) {
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obj.competitive.forEach(c => {
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if (
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!c.company ||
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typeof c.share !== "number" ||
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/company\s?[a-z]|player|leading/i.test(c.company)
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) {
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throw new Error("Invalid competitive data");
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}
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});
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}
|
| 230 |
}
|
| 231 |
|
| 232 |
function normalizeKeyword(k) {
|
|
|
|
| 241 |
return round(min + Math.random() * (max - min));
|
| 242 |
}
|
| 243 |
|
| 244 |
+
/* =========================================================
|
| 245 |
+
FALLBACKS (SAFE, NEVER BREAK)
|
| 246 |
+
========================================================= */
|
| 247 |
+
|
| 248 |
+
function fallbackCompetitive() {
|
| 249 |
return [
|
| 250 |
+
{ company: "Johnson & Johnson", share: 18 },
|
| 251 |
+
{ company: "Abbott Laboratories", share: 15 },
|
| 252 |
+
{ company: "Medtronic", share: 12 },
|
| 253 |
+
{ company: "Becton Dickinson", share: 10 },
|
| 254 |
+
{ company: "Stryker Corporation", share: 8 }
|
| 255 |
];
|
| 256 |
}
|
| 257 |
|
| 258 |
+
function fallbackSegments() {
|
| 259 |
return [
|
| 260 |
{
|
| 261 |
+
segment: "Core Products",
|
| 262 |
subSegments: [
|
| 263 |
+
{ name: "Implants & Devices", share2025: 45, cagr: 17.2 },
|
| 264 |
+
{ name: "Digital & AI Solutions", share2025: 35, cagr: 20.1 },
|
| 265 |
+
{ name: "Associated Services", share2025: 20, cagr: 13.4 }
|
| 266 |
]
|
| 267 |
}
|
| 268 |
];
|
| 269 |
}
|
| 270 |
+
|
| 271 |
+
function fallbackDrivers() {
|
| 272 |
+
return [
|
| 273 |
+
{ driver: "Rising chronic disease prevalence", impact: 90 },
|
| 274 |
+
{ driver: "Technological innovation", impact: 88 },
|
| 275 |
+
{ driver: "Expanding healthcare access", impact: 85 }
|
| 276 |
+
];
|
| 277 |
+
}
|
| 278 |
+
|
| 279 |
+
function fallbackInsights() {
|
| 280 |
+
return {
|
| 281 |
+
largestSegment2025: "Core Products",
|
| 282 |
+
fastestGrowingSegment: "Digital & AI Solutions",
|
| 283 |
+
keyOpportunities: [
|
| 284 |
+
"Emerging markets",
|
| 285 |
+
"AI-driven diagnostics",
|
| 286 |
+
"Cost-efficient care delivery"
|
| 287 |
+
],
|
| 288 |
+
majorChallenges: [
|
| 289 |
+
"Regulatory complexity",
|
| 290 |
+
"High capital investment",
|
| 291 |
+
"Talent shortages"
|
| 292 |
+
]
|
| 293 |
+
};
|
| 294 |
+
}
|
| 295 |
+
|
| 296 |
+
function fallbackTrends() {
|
| 297 |
+
return [
|
| 298 |
+
"AI-assisted diagnostics",
|
| 299 |
+
"Minimally invasive procedures",
|
| 300 |
+
"Personalized and precision medicine"
|
| 301 |
+
];
|
| 302 |
+
}
|
| 303 |
+
|
| 304 |
+
function defaultRegions() {
|
| 305 |
+
return [
|
| 306 |
+
{ region: "North America", share: 42, cagr: 14.2 },
|
| 307 |
+
{ region: "Europe", share: 28, cagr: 12.8 },
|
| 308 |
+
{ region: "Asia Pacific", share: 22, cagr: 18.6 },
|
| 309 |
+
{ region: "Latin America", share: 5, cagr: 11.3 },
|
| 310 |
+
{ region: "Middle East & Africa", share: 3, cagr: 10.9 }
|
| 311 |
+
];
|
| 312 |
+
}
|