Update src/marketResearchAgent.js
Browse files- src/marketResearchAgent.js +120 -185
src/marketResearchAgent.js
CHANGED
|
@@ -10,169 +10,179 @@ export async function marketResearchAgent({ input, provider, model }) {
|
|
| 10 |
throw new Error("keyword is required");
|
| 11 |
}
|
| 12 |
|
| 13 |
-
const
|
| 14 |
-
const normalizedTitle = `Global ${
|
| 15 |
|
| 16 |
/* =======================================================
|
| 17 |
-
1. MARKET SIZE BASELINE (
|
| 18 |
======================================================= */
|
| 19 |
|
| 20 |
-
const
|
| 21 |
-
const
|
| 22 |
-
const
|
| 23 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 24 |
|
| 25 |
/* =======================================================
|
| 26 |
-
2. SINGLE AI
|
| 27 |
======================================================= */
|
| 28 |
|
| 29 |
const researchPrompt = `
|
| 30 |
-
You are a senior healthcare market research
|
| 31 |
|
| 32 |
-
|
|
|
|
| 33 |
|
| 34 |
-
|
| 35 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 36 |
|
| 37 |
{
|
| 38 |
-
"
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
"segments": [
|
| 42 |
{
|
| 43 |
-
"
|
|
|
|
| 44 |
"subSegments": [
|
| 45 |
-
{
|
| 46 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 47 |
}
|
| 48 |
],
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
],
|
|
|
|
| 52 |
"insights": {
|
| 53 |
"largestSegment2025": "string",
|
| 54 |
"fastestGrowingSegment": "string",
|
| 55 |
"keyOpportunities": ["string"],
|
| 56 |
"majorChallenges": ["string"]
|
| 57 |
},
|
| 58 |
-
|
| 59 |
-
"
|
| 60 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 61 |
}
|
| 62 |
|
| 63 |
-
RULES:
|
| 64 |
-
- Use REAL
|
| 65 |
-
-
|
|
|
|
| 66 |
- Percentages as numbers only
|
| 67 |
-
- Competitive
|
| 68 |
-
-
|
|
|
|
| 69 |
`;
|
| 70 |
|
| 71 |
-
let ai
|
| 72 |
|
| 73 |
try {
|
| 74 |
const raw = await callLLM({ provider, model, prompt: researchPrompt });
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
validateAI(parsed);
|
| 78 |
-
ai = parsed;
|
| 79 |
-
|
| 80 |
} catch {
|
| 81 |
-
ai =
|
| 82 |
}
|
| 83 |
|
| 84 |
/* =======================================================
|
| 85 |
-
3. DASHBOARD VIEW (
|
| 86 |
======================================================= */
|
| 87 |
|
| 88 |
const dashboard_view = {
|
| 89 |
marketTitle: normalizedTitle,
|
| 90 |
|
| 91 |
marketSummary: {
|
| 92 |
-
past2023:
|
| 93 |
-
current2025:
|
| 94 |
-
forecast2033:
|
| 95 |
-
cagr
|
| 96 |
},
|
| 97 |
|
| 98 |
forecast: [
|
| 99 |
-
{ year: "2023", value:
|
| 100 |
-
{ year: "2025", value:
|
| 101 |
-
{ year: "2033", value:
|
| 102 |
],
|
| 103 |
|
| 104 |
-
|
| 105 |
|
| 106 |
-
|
|
|
|
|
|
|
|
|
|
| 107 |
|
| 108 |
-
|
| 109 |
|
| 110 |
-
|
|
|
|
|
|
|
|
|
|
| 111 |
|
| 112 |
-
|
| 113 |
-
|
| 114 |
-
citation: "iHealthcareAnalyst, Inc. AI-Assisted Market Modeling",
|
| 115 |
citationUrl: "https://www.ihealthcareanalyst.com"
|
| 116 |
};
|
| 117 |
|
| 118 |
/* =======================================================
|
| 119 |
-
4. REPORT VIEW (
|
| 120 |
======================================================= */
|
| 121 |
|
| 122 |
const report_view = {
|
| 123 |
-
marketTitle
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 124 |
|
| 125 |
-
|
| 126 |
-
|
| 127 |
-
|
| 128 |
-
|
| 129 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 130 |
},
|
| 131 |
|
| 132 |
-
|
| 133 |
-
ai.executiveOverview ??
|
| 134 |
-
`The ${keyword} market is undergoing sustained expansion driven by technological innovation, increasing healthcare demand, and broader adoption across global regions.`,
|
| 135 |
-
|
| 136 |
-
marketSegments:
|
| 137 |
-
(ai.segments ?? fallbackSegments()).map(s => ({
|
| 138 |
-
segmentName: s.segment,
|
| 139 |
-
subSegments: s.subSegments.map(ss => ({
|
| 140 |
-
subSegmentName: ss.name,
|
| 141 |
-
segmet_marketShare_2023: round(ss.share2025 - 5),
|
| 142 |
-
segment_marketShare_2025: ss.share2025,
|
| 143 |
-
segment_marketShare_2033: round(ss.share2025 + 5),
|
| 144 |
-
segmentName_cagr_Forecast: ss.cagr
|
| 145 |
-
}))
|
| 146 |
-
})),
|
| 147 |
-
|
| 148 |
-
marketDrivers:
|
| 149 |
-
(ai.drivers ?? fallbackDrivers()).map(d => d.driver),
|
| 150 |
-
|
| 151 |
-
emergingTrends:
|
| 152 |
-
ai.emergingTrends ?? fallbackTrends(),
|
| 153 |
-
|
| 154 |
-
competitiveLandscape:
|
| 155 |
-
(ai.competitive ?? fallbackCompetitive(keyword)).map(c => ({
|
| 156 |
-
company: c.company,
|
| 157 |
-
player_markerShare_2025: c.share,
|
| 158 |
-
positioning: "Established global healthcare market participant"
|
| 159 |
-
})),
|
| 160 |
-
|
| 161 |
-
regulatoryEnvironment:
|
| 162 |
-
"The market is governed by stringent regulatory frameworks focused on patient safety, clinical validation, and data protection compliance.",
|
| 163 |
-
|
| 164 |
-
geographicAnalysis:
|
| 165 |
-
"North America currently leads market adoption, while Asia-Pacific is projected to register the fastest growth due to expanding healthcare infrastructure and investment.",
|
| 166 |
-
|
| 167 |
-
futureOutlook:
|
| 168 |
-
ai.futureOutlook ??
|
| 169 |
-
"The market is expected to demonstrate strong growth through 2033, supported by innovation, demographic trends, and rising healthcare expenditure.",
|
| 170 |
-
|
| 171 |
-
strategicRecommendations: [
|
| 172 |
-
"Invest in advanced and AI-enabled solutions",
|
| 173 |
-
"Expand footprint in emerging markets",
|
| 174 |
-
"Strengthen regulatory and compliance capabilities"
|
| 175 |
-
]
|
| 176 |
};
|
| 177 |
|
| 178 |
/* =======================================================
|
|
@@ -182,7 +192,7 @@ RULES:
|
|
| 182 |
return {
|
| 183 |
meta: {
|
| 184 |
job_id: input.job_id || `job_${crypto.randomUUID()}`,
|
| 185 |
-
keyword,
|
| 186 |
normalized_title: normalizedTitle,
|
| 187 |
status: "completed",
|
| 188 |
timestamp: new Date().toISOString(),
|
|
@@ -196,7 +206,7 @@ RULES:
|
|
| 196 |
}
|
| 197 |
|
| 198 |
/* =========================================================
|
| 199 |
-
|
| 200 |
========================================================= */
|
| 201 |
|
| 202 |
function extractJsonObject(text) {
|
|
@@ -213,19 +223,10 @@ function extractJsonObject(text) {
|
|
| 213 |
|
| 214 |
function validateAI(obj) {
|
| 215 |
if (!obj || typeof obj !== "object") {
|
| 216 |
-
throw new Error("Invalid AI
|
| 217 |
}
|
| 218 |
-
|
| 219 |
-
|
| 220 |
-
obj.competitive.forEach(c => {
|
| 221 |
-
if (
|
| 222 |
-
!c.company ||
|
| 223 |
-
typeof c.share !== "number" ||
|
| 224 |
-
/company\s?[a-z]|player|leading/i.test(c.company)
|
| 225 |
-
) {
|
| 226 |
-
throw new Error("Invalid competitive data");
|
| 227 |
-
}
|
| 228 |
-
});
|
| 229 |
}
|
| 230 |
}
|
| 231 |
|
|
@@ -241,72 +242,6 @@ function randomFloat(min, max) {
|
|
| 241 |
return round(min + Math.random() * (max - min));
|
| 242 |
}
|
| 243 |
|
| 244 |
-
|
| 245 |
-
|
| 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 |
}
|
|
|
|
| 10 |
throw new Error("keyword is required");
|
| 11 |
}
|
| 12 |
|
| 13 |
+
const marketTitle = normalizeKeyword(input.keyword);
|
| 14 |
+
const normalizedTitle = `Global ${marketTitle} Market and Forecast 2026–2033`;
|
| 15 |
|
| 16 |
/* =======================================================
|
| 17 |
+
1. MARKET SIZE BASELINE (numeric anchor)
|
| 18 |
======================================================= */
|
| 19 |
|
| 20 |
+
const pastYear_2023 = randomFloat(0.8, 8.5);
|
| 21 |
+
const global_cagr_Forecast = randomFloat(6.5, 18.5);
|
| 22 |
+
const currentYear_2025 = round(
|
| 23 |
+
pastYear_2023 * Math.pow(1 + global_cagr_Forecast / 100, 2)
|
| 24 |
+
);
|
| 25 |
+
const forecastYear_2033 = round(
|
| 26 |
+
pastYear_2023 * Math.pow(1 + global_cagr_Forecast / 100, 10)
|
| 27 |
+
);
|
| 28 |
|
| 29 |
/* =======================================================
|
| 30 |
+
2. SINGLE AI RESEARCH PROMPT (MULTI-AXIS)
|
| 31 |
======================================================= */
|
| 32 |
|
| 33 |
const researchPrompt = `
|
| 34 |
+
You are a senior healthcare market research analyst.
|
| 35 |
|
| 36 |
+
Analyze the GLOBAL market for:
|
| 37 |
+
"${marketTitle}"
|
| 38 |
|
| 39 |
+
Your task is to generate a comprehensive market research analysis
|
| 40 |
+
segmented by ALL RELEVANT AXES applicable to this market.
|
| 41 |
+
|
| 42 |
+
You MUST decide which of the following segment categories apply:
|
| 43 |
+
- Products
|
| 44 |
+
- Diseases / Conditions
|
| 45 |
+
- Treatments
|
| 46 |
+
- Technologies
|
| 47 |
+
- Applications
|
| 48 |
+
- End Users
|
| 49 |
+
- Services
|
| 50 |
+
- Geography
|
| 51 |
+
|
| 52 |
+
Use ONLY the categories that are relevant to this market.
|
| 53 |
+
Each selected category becomes a segment group.
|
| 54 |
+
|
| 55 |
+
Return STRICT JSON ONLY in the following structure:
|
| 56 |
|
| 57 |
{
|
| 58 |
+
"executiveOverview": "string",
|
| 59 |
+
|
| 60 |
+
"marketSegments": [
|
|
|
|
| 61 |
{
|
| 62 |
+
"segmentCategory": "Products | Diseases | Treatments | Technologies | Applications | End Users | Services | Geography",
|
| 63 |
+
"segmentName": "Segment name",
|
| 64 |
"subSegments": [
|
| 65 |
+
{
|
| 66 |
+
"subSegmentName": "Sub-segment name",
|
| 67 |
+
"segmet_marketShare_2023": number,
|
| 68 |
+
"segment_marketShare_2025": number,
|
| 69 |
+
"segment_marketShare_2033": number,
|
| 70 |
+
"sub-segmentName_cagr_Forecast": number
|
| 71 |
+
}
|
| 72 |
+
],
|
| 73 |
+
"segmentName_cagr_Forecast": number
|
| 74 |
}
|
| 75 |
],
|
| 76 |
+
|
| 77 |
+
"marketDrivers": ["string"],
|
| 78 |
+
"emergingTrends": ["string"],
|
| 79 |
+
|
| 80 |
"insights": {
|
| 81 |
"largestSegment2025": "string",
|
| 82 |
"fastestGrowingSegment": "string",
|
| 83 |
"keyOpportunities": ["string"],
|
| 84 |
"majorChallenges": ["string"]
|
| 85 |
},
|
| 86 |
+
|
| 87 |
+
"competitiveLandscape": [
|
| 88 |
+
{
|
| 89 |
+
"company": "Exact Company Name",
|
| 90 |
+
"player_markerShare_2025": number,
|
| 91 |
+
"positioning": "string"
|
| 92 |
+
}
|
| 93 |
+
],
|
| 94 |
+
|
| 95 |
+
"regulatoryEnvironment": "string",
|
| 96 |
+
"geographicAnalysis": "string",
|
| 97 |
+
"futureOutlook": "string",
|
| 98 |
+
"strategicRecommendations": ["string"]
|
| 99 |
}
|
| 100 |
|
| 101 |
+
MANDATORY RULES:
|
| 102 |
+
- Use REAL healthcare terminology
|
| 103 |
+
- Segments must reflect clinical, product, or operational reality
|
| 104 |
+
- Do NOT use generic placeholders (e.g. Core Products)
|
| 105 |
- Percentages as numbers only
|
| 106 |
+
- Competitive players must be real companies
|
| 107 |
+
- Market shares must be realistic and internally consistent
|
| 108 |
+
- No markdown, no explanations, JSON only
|
| 109 |
`;
|
| 110 |
|
| 111 |
+
let ai;
|
| 112 |
|
| 113 |
try {
|
| 114 |
const raw = await callLLM({ provider, model, prompt: researchPrompt });
|
| 115 |
+
ai = extractJsonObject(raw);
|
| 116 |
+
validateAI(ai);
|
|
|
|
|
|
|
|
|
|
| 117 |
} catch {
|
| 118 |
+
ai = null;
|
| 119 |
}
|
| 120 |
|
| 121 |
/* =======================================================
|
| 122 |
+
3. DASHBOARD VIEW (INFOGRAPHIC-READY)
|
| 123 |
======================================================= */
|
| 124 |
|
| 125 |
const dashboard_view = {
|
| 126 |
marketTitle: normalizedTitle,
|
| 127 |
|
| 128 |
marketSummary: {
|
| 129 |
+
past2023: pastYear_2023,
|
| 130 |
+
current2025: currentYear_2025,
|
| 131 |
+
forecast2033: forecastYear_2033,
|
| 132 |
+
cagr: global_cagr_Forecast
|
| 133 |
},
|
| 134 |
|
| 135 |
forecast: [
|
| 136 |
+
{ year: "2023", value: pastYear_2023 },
|
| 137 |
+
{ year: "2025", value: currentYear_2025 },
|
| 138 |
+
{ year: "2033", value: forecastYear_2033 }
|
| 139 |
],
|
| 140 |
|
| 141 |
+
marketSegments: ai?.marketSegments ?? [],
|
| 142 |
|
| 143 |
+
drivers: (ai?.marketDrivers ?? []).map(d => ({
|
| 144 |
+
driver: d,
|
| 145 |
+
impact: randomInt(70, 95)
|
| 146 |
+
})),
|
| 147 |
|
| 148 |
+
insights: ai?.insights ?? {},
|
| 149 |
|
| 150 |
+
competitive: (ai?.competitiveLandscape ?? []).map(c => ({
|
| 151 |
+
company: c.company,
|
| 152 |
+
share: c.player_markerShare_2025
|
| 153 |
+
})),
|
| 154 |
|
| 155 |
+
citation: "AI-Assisted Healthcare Market Analysis",
|
|
|
|
|
|
|
| 156 |
citationUrl: "https://www.ihealthcareanalyst.com"
|
| 157 |
};
|
| 158 |
|
| 159 |
/* =======================================================
|
| 160 |
+
4. REPORT VIEW (PDF-READY)
|
| 161 |
======================================================= */
|
| 162 |
|
| 163 |
const report_view = {
|
| 164 |
+
marketTitle,
|
| 165 |
+
|
| 166 |
+
marketOverview: {
|
| 167 |
+
executiveOverview: ai?.executiveOverview ?? "",
|
| 168 |
+
pastYear_2023,
|
| 169 |
+
currentYear_2025,
|
| 170 |
+
forecastYear_2033,
|
| 171 |
+
global_cagr_Forecast
|
| 172 |
+
},
|
| 173 |
|
| 174 |
+
marketSegments: ai?.marketSegments ?? [],
|
| 175 |
+
|
| 176 |
+
marketDynamics: {
|
| 177 |
+
marketDrivers: ai?.marketDrivers ?? [],
|
| 178 |
+
emergingTrends: ai?.emergingTrends ?? [],
|
| 179 |
+
regulatoryEnvironment: ai?.regulatoryEnvironment ?? "",
|
| 180 |
+
geographicAnalysis: ai?.geographicAnalysis ?? "",
|
| 181 |
+
futureOutlook: ai?.futureOutlook ?? "",
|
| 182 |
+
strategicRecommendations: ai?.strategicRecommendations ?? []
|
| 183 |
},
|
| 184 |
|
| 185 |
+
competitiveLandscape: ai?.competitiveLandscape ?? []
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 186 |
};
|
| 187 |
|
| 188 |
/* =======================================================
|
|
|
|
| 192 |
return {
|
| 193 |
meta: {
|
| 194 |
job_id: input.job_id || `job_${crypto.randomUUID()}`,
|
| 195 |
+
keyword: marketTitle,
|
| 196 |
normalized_title: normalizedTitle,
|
| 197 |
status: "completed",
|
| 198 |
timestamp: new Date().toISOString(),
|
|
|
|
| 206 |
}
|
| 207 |
|
| 208 |
/* =========================================================
|
| 209 |
+
HELPERS & VALIDATION
|
| 210 |
========================================================= */
|
| 211 |
|
| 212 |
function extractJsonObject(text) {
|
|
|
|
| 223 |
|
| 224 |
function validateAI(obj) {
|
| 225 |
if (!obj || typeof obj !== "object") {
|
| 226 |
+
throw new Error("Invalid AI output");
|
| 227 |
}
|
| 228 |
+
if (!Array.isArray(obj.marketSegments)) {
|
| 229 |
+
throw new Error("marketSegments missing");
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 230 |
}
|
| 231 |
}
|
| 232 |
|
|
|
|
| 242 |
return round(min + Math.random() * (max - min));
|
| 243 |
}
|
| 244 |
|
| 245 |
+
function randomInt(min, max) {
|
| 246 |
+
return Math.floor(min + Math.random() * (max - min + 1));
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 247 |
}
|