diff --git a/apps/api/src/modules/analytics/infrastructure/__tests__/neighborhood-score.service.spec.ts b/apps/api/src/modules/analytics/infrastructure/__tests__/neighborhood-score.service.spec.ts
index d96a99d..226acae 100644
--- a/apps/api/src/modules/analytics/infrastructure/__tests__/neighborhood-score.service.spec.ts
+++ b/apps/api/src/modules/analytics/infrastructure/__tests__/neighborhood-score.service.spec.ts
@@ -4,11 +4,16 @@ import {
   PrismaNeighborhoodScoreService,
 } from '../services/neighborhood-score.service';
 
+// Helper: build the flat $queryRaw row list that countPOIs expects.
+function makePoiRows(counts: Record<string, number>) {
+  return Object.entries(counts).map(([type, n]) => ({ type, count: BigInt(n) }));
+}
+
 describe('NeighborhoodScoreServiceImpl', () => {
   let service: NeighborhoodScoreServiceImpl;
   let mockPrisma: {
     neighborhoodScore: { findUnique: ReturnType<typeof vi.fn>; upsert: ReturnType<typeof vi.fn> };
-    pOI: { count: ReturnType<typeof vi.fn> };
+    $queryRaw: ReturnType<typeof vi.fn>;
   };
   let mockLogger: { log: ReturnType<typeof vi.fn> };
 
@@ -18,7 +23,7 @@ describe('NeighborhoodScoreServiceImpl', () => {
         findUnique: vi.fn(),
         upsert: vi.fn(),
       },
-      pOI: { count: vi.fn() },
+      $queryRaw: vi.fn(),
     };
     mockLogger = { log: vi.fn() };
 
@@ -60,44 +65,45 @@ describe('NeighborhoodScoreServiceImpl', () => {
   });
 
   describe('calculateAndSave', () => {
-    it('calculates scores from POI counts and upserts', async () => {
-      // Simulate POI counts: education=15 (max), healthcare=4 (50%), transport=6 (50%),
-      // shopping=5 (50%), greenery=3 (50%), safety=2 (50%)
-      const poiCountsByCategory = [15, 4, 6, 5, 3, 2];
-      let callIndex = 0;
-      mockPrisma.pOI.count.mockImplementation(() => {
-        return Promise.resolve(poiCountsByCategory[callIndex++]!);
-      });
-
-      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }) => {
-        return Promise.resolve(create);
-      });
+    it('issues exactly one DB query and calculates scores correctly', async () => {
+      mockPrisma.$queryRaw.mockResolvedValue(
+        makePoiRows({
+          SCHOOL: 10, UNIVERSITY: 5,
+          HOSPITAL: 2, CLINIC: 2,
+          METRO_STATION: 3, BUS_STOP: 3,
+          MALL: 2, MARKET: 2, SUPERMARKET: 1,
+          PARK: 3,
+          POLICE_STATION: 1, FIRE_STATION: 1,
+        }),
+      );
+      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }: { create: unknown }) =>
+        Promise.resolve(create),
+      );
 
       const result = await service.calculateAndSave('Quận 1', 'Hồ Chí Minh');
 
-      // education: 15/15 * 10 = 10 → 10 * 20/10 = 20
-      // healthcare: 4/8 * 10 = 5 → 5 * 20/10 = 10
-      // transport: 6/12 * 10 = 5 → 5 * 20/10 = 10
-      // shopping: 5/10 * 10 = 5 → 5 * 15/10 = 7.5
-      // greenery: 3/6 * 10 = 5 → 5 * 15/10 = 7.5
-      // safety: 2/4 * 10 = 5 → 5 * 10/10 = 5
-      // total = 20 + 10 + 10 + 7.5 + 7.5 + 5 = 60
       expect(result.educationScore).toBe(10);
       expect(result.healthcareScore).toBe(5);
       expect(result.totalScore).toBe(60);
+      // Assert single DB round-trip for all 6 categories
+      expect(mockPrisma.$queryRaw).toHaveBeenCalledTimes(1);
       expect(mockPrisma.neighborhoodScore.upsert).toHaveBeenCalledTimes(1);
     });
 
     it('caps category scores at 10', async () => {
-      // All categories have way more POIs than max
-      mockPrisma.pOI.count.mockResolvedValue(100);
-      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }) => {
-        return Promise.resolve(create);
-      });
+      mockPrisma.$queryRaw.mockResolvedValue(
+        makePoiRows({
+          SCHOOL: 100, UNIVERSITY: 100, HOSPITAL: 100, CLINIC: 100,
+          METRO_STATION: 100, BUS_STOP: 100, MALL: 100, MARKET: 100,
+          SUPERMARKET: 100, PARK: 100, POLICE_STATION: 100, FIRE_STATION: 100,
+        }),
+      );
+      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }: { create: unknown }) =>
+        Promise.resolve(create),
+      );
 
       const result = await service.calculateAndSave('Quận 1', 'Hồ Chí Minh');
 
-      // All scores capped at 10 → total = sum of weights = 100
       expect(result.educationScore).toBe(10);
       expect(result.healthcareScore).toBe(10);
       expect(result.transportScore).toBe(10);
@@ -105,25 +111,27 @@ describe('NeighborhoodScoreServiceImpl', () => {
       expect(result.greeneryScore).toBe(10);
       expect(result.safetyScore).toBe(10);
       expect(result.totalScore).toBe(100);
+      expect(mockPrisma.$queryRaw).toHaveBeenCalledTimes(1);
     });
 
     it('returns 0 scores when no POIs exist', async () => {
-      mockPrisma.pOI.count.mockResolvedValue(0);
-      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }) => {
-        return Promise.resolve(create);
-      });
+      mockPrisma.$queryRaw.mockResolvedValue([]);
+      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }: { create: unknown }) =>
+        Promise.resolve(create),
+      );
 
       const result = await service.calculateAndSave('Quận 1', 'Hồ Chí Minh');
 
       expect(result.educationScore).toBe(0);
       expect(result.totalScore).toBe(0);
+      expect(mockPrisma.$queryRaw).toHaveBeenCalledTimes(1);
     });
 
     it('logs the calculated score', async () => {
-      mockPrisma.pOI.count.mockResolvedValue(5);
-      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }) => {
-        return Promise.resolve(create);
-      });
+      mockPrisma.$queryRaw.mockResolvedValue(makePoiRows({ SCHOOL: 5 }));
+      mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }: { create: unknown }) =>
+        Promise.resolve(create),
+      );
 
       await service.calculateAndSave('Quận 1', 'Hồ Chí Minh');
 
@@ -140,7 +148,7 @@ describe('HttpNeighborhoodScoreService', () => {
   let prismaFallback: PrismaNeighborhoodScoreService;
   let mockPrisma: {
     neighborhoodScore: { findUnique: ReturnType<typeof vi.fn>; upsert: ReturnType<typeof vi.fn> };
-    pOI: { count: ReturnType<typeof vi.fn> };
+    $queryRaw: ReturnType<typeof vi.fn>;
   };
   let mockLogger: { log: ReturnType<typeof vi.fn>; warn: ReturnType<typeof vi.fn> };
   let mockAiClient: { scoreNeighborhood: ReturnType<typeof vi.fn> };
@@ -148,7 +156,7 @@ describe('HttpNeighborhoodScoreService', () => {
   beforeEach(() => {
     mockPrisma = {
       neighborhoodScore: { findUnique: vi.fn(), upsert: vi.fn() },
-      pOI: { count: vi.fn() },
+      $queryRaw: vi.fn(),
     };
     mockLogger = { log: vi.fn(), warn: vi.fn() };
     mockAiClient = { scoreNeighborhood: vi.fn() };
@@ -165,7 +173,7 @@ describe('HttpNeighborhoodScoreService', () => {
   });
 
   it('persists AI service response when scoreNeighborhood succeeds', async () => {
-    mockPrisma.pOI.count.mockResolvedValue(6);
+    mockPrisma.$queryRaw.mockResolvedValue(makePoiRows({ SCHOOL: 6 }));
     mockAiClient.scoreNeighborhood.mockResolvedValue({
       district: 'Quận 1',
       city: 'Hồ Chí Minh',
@@ -179,7 +187,9 @@ describe('HttpNeighborhoodScoreService', () => {
       poi_counts: { education: 6, healthcare: 6, transport: 6, shopping: 6, greenery: 6, safety: 6 },
       algorithm_version: 'neighborhood-heuristic-v1',
     });
-    mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }) => Promise.resolve(create));
+    mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }: { create: unknown }) =>
+      Promise.resolve(create),
+    );
 
     const result = await httpService.calculateAndSave('Quận 1', 'Hồ Chí Minh');
 
@@ -187,12 +197,15 @@ describe('HttpNeighborhoodScoreService', () => {
     expect(result.totalScore).toBe(71.2);
     expect(result.educationScore).toBe(8.5);
     expect(mockPrisma.neighborhoodScore.upsert).toHaveBeenCalledOnce();
+    expect(mockPrisma.$queryRaw).toHaveBeenCalledTimes(1);
   });
 
   it('falls back to prisma scoring when AI service throws', async () => {
-    mockPrisma.pOI.count.mockResolvedValue(0);
+    mockPrisma.$queryRaw.mockResolvedValue([]);
     mockAiClient.scoreNeighborhood.mockRejectedValue(new Error('AI service down'));
-    mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }) => Promise.resolve(create));
+    mockPrisma.neighborhoodScore.upsert.mockImplementation(({ create }: { create: unknown }) =>
+      Promise.resolve(create),
+    );
 
     const result = await httpService.calculateAndSave('Quận 7', 'Hồ Chí Minh');
 
diff --git a/apps/api/src/modules/analytics/infrastructure/services/neighborhood-score.service.ts b/apps/api/src/modules/analytics/infrastructure/services/neighborhood-score.service.ts
index b5a21bd..61dcf6f 100644
--- a/apps/api/src/modules/analytics/infrastructure/services/neighborhood-score.service.ts
+++ b/apps/api/src/modules/analytics/infrastructure/services/neighborhood-score.service.ts
@@ -143,18 +143,26 @@ async function countPOIs(
   district: string,
   city: string,
 ): Promise<AiNeighborhoodPOICounts> {
-  const entries = await Promise.all(
-    CATEGORY_KEYS.map(async (cat) => {
-      const count = await prisma.pOI.count({
-        where: {
-          district,
-          city,
-          type: { in: CATEGORY_POI_TYPES[cat] },
-        },
-      });
-      return [cat, count] as const;
-    }),
-  );
+  // Single GROUP BY query replaces 6x individual COUNT queries.
+  const rows = await prisma.$queryRaw<{ type: POIType; count: bigint }[]>`
+    SELECT "type", COUNT(*) AS count
+    FROM "POI"
+    WHERE "district" = ${district} AND "city" = ${city}
+    GROUP BY "type"
+  `;
+
+  const typeCountMap = new Map<POIType, number>();
+  for (const row of rows) {
+    typeCountMap.set(row.type, Number(row.count));
+  }
+
+  const entries = CATEGORY_KEYS.map((cat) => {
+    const total = CATEGORY_POI_TYPES[cat].reduce(
+      (sum, t) => sum + (typeCountMap.get(t) ?? 0),
+      0,
+    );
+    return [cat, total] as const;
+  });
 
   return Object.fromEntries(entries) as unknown as AiNeighborhoodPOICounts;
 }