Fix responses and upload page screenshots

.gitattributes

@@ -0,0 +1,36 @@
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0001_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0002_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0003_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0004_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0005_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0006_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0007_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0008_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0009_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0010_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0011_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0012_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0013_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0014_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0015_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0016_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0017_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0018_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0019_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0020_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0021_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0022_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0023_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0024_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0025_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0026_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0027_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0028_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0029_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0030_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0031_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0032_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0033_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0034_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0035_colpali.png filter=lfs diff=lfs merge=lfs -text
+backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0036_colpali.png filter=lfs diff=lfs merge=lfs -text

backend/app/api/chat.py

@@ -142,6 +142,10 @@ INTENT_PATTERNS = [
         r"\bnet profit\b", r"\bprofitability\b", r"\bprofit perform",
         r"\bprofit growth\b", r"\bprofit before tax\b", r"\bpbt\b",
         r"\brote\b",
+        r"\bmain drivers?\b", r"\bkey drivers?\b",
+        r"\bperformance highlights?\b", r"\bresults? highlights?\b",
+        r"\bq1\s*2026\s+performance\b", r"\bq1\s*2026\s+results?\b",
+        r"\boverall performance\b",
     ]),
     ("income", [
         r"\btotal income\b", r"\bincome statement\b", r"\boperating income\b",

backend/data/pages/emiratesnbd_investor_presentation_2026_q1/page_records.json

@@ -0,0 +1,362 @@
+[
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 1,
+    "page_index": 0,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0001_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0001_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 2,
+    "page_index": 1,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0002_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0002_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 3,
+    "page_index": 2,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0003_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0003_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 4,
+    "page_index": 3,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0004_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0004_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 5,
+    "page_index": 4,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0005_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0005_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 6,
+    "page_index": 5,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0006_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0006_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 7,
+    "page_index": 6,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0007_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0007_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 8,
+    "page_index": 7,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0008_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0008_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 9,
+    "page_index": 8,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0009_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0009_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 10,
+    "page_index": 9,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0010_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0010_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 11,
+    "page_index": 10,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0011_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0011_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 12,
+    "page_index": 11,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0012_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0012_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 13,
+    "page_index": 12,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0013_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0013_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 14,
+    "page_index": 13,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0014_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0014_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 15,
+    "page_index": 14,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0015_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0015_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 16,
+    "page_index": 15,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0016_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0016_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 17,
+    "page_index": 16,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0017_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0017_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 18,
+    "page_index": 17,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0018_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0018_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 19,
+    "page_index": 18,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0019_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0019_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 20,
+    "page_index": 19,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0020_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0020_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 21,
+    "page_index": 20,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0021_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0021_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 22,
+    "page_index": 21,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0022_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0022_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 23,
+    "page_index": 22,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0023_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0023_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 24,
+    "page_index": 23,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0024_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0024_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 25,
+    "page_index": 24,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0025_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0025_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 26,
+    "page_index": 25,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0026_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0026_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 27,
+    "page_index": 26,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0027_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0027_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 28,
+    "page_index": 27,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0028_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0028_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 29,
+    "page_index": 28,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0029_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0029_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 30,
+    "page_index": 29,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0030_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0030_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 31,
+    "page_index": 30,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0031_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0031_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 32,
+    "page_index": 31,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0032_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0032_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 33,
+    "page_index": 32,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0033_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0033_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 34,
+    "page_index": 33,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0034_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0034_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 35,
+    "page_index": 34,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0035_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0035_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  },
+  {
+    "doc_id": "emiratesnbd_investor_presentation_2026_q1",
+    "page_number": 36,
+    "page_index": 35,
+    "image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0036_colpali.png",
+    "colpali_image_path": "/Users/rajvivan/Library/Mobile Documents/com~apple~CloudDocs/CUD UNIVERSITY/PROJECT _FREELANCING/finbot-ir-platform/backend/data/pages/emiratesnbd_investor_presentation_2026_q1/pages/page_0036_colpali.png",
+    "width_px": 2000,
+    "height_px": 1125,
+    "dpi": 150
+  }
+]

src/app/globals.css

@@ -859,7 +859,7 @@ h1, h2, h3, h4 { font-family: var(--font-display); }
 
 .nav-title-split {
   display: inline-block;
-    width: 0.3em;
+  width: 0.35em;
   height: 1em;
   flex: 0 0 auto;
 }

src/components/layout/ResponseWorkspace.tsx

@@ -3,7 +3,6 @@
 import React from 'react';
 import { ExecutiveSummary } from '@/components/chat/ExecutiveSummary';
 import { SourcesFootnotes } from '@/components/chat/SourcesFootnotes';
-import { FinancialEvidenceAccordion } from '@/components/chat/FinancialEvidenceAccordion';
 import { KeyDriversAccordion } from '@/components/chat/KeyDriversAccordion';
 import { SourceVisualEvidenceAccordion } from '@/components/chat/SourceVisualEvidenceAccordion';
 import { QuestionInput } from '@/components/chat/QuestionInput';
@@ -81,7 +80,7 @@ function ThinkingIndicator() {
 }
 
 /* ── Welcome Screen ── */
-function WelcomeScreen({ onQuestion, backendLive }: { onQuestion: (q: string) => void; backendLive: boolean }) {
+function WelcomeScreen({ backendLive }: { backendLive: boolean }) {
   return (
     <div className="welcome-screen">
       {/* eslint-disable-next-line @next/next/no-img-element */}
@@ -102,7 +101,7 @@ function WelcomeScreen({ onQuestion, backendLive }: { onQuestion: (q: string) =>
       </div>
 
       <p className="welcome-subtitle" style={{ fontSize: '0.85rem', maxWidth: '380px' }}>
-        Ask questions about Emirates NBD's investor presentations.
+        Ask questions about Emirates NBD&apos;s investor presentations.
         Responses are grounded strictly in validated source evidence.
       </p>
 
@@ -136,14 +135,14 @@ function IRResponseCard({
 }) {
   const execSummary = response.executive_summary ?? '';
 
-  const sources = response.sources.map((s: any) => ({
+  const sources = response.sources.map(s => ({
     id: s.id,
-    docName: s.doc_name ?? s.docName ?? '',
+    docName: s.doc_name ?? '',
     page: s.page,
     support: s.support,
   }));
 
-  const kpis = response.financial_kpis.map((k: any) => ({
+  const kpis = response.financial_kpis.map(k => ({
     metric: k.metric,
     current: k.current,
     previous: k.previous,
@@ -156,9 +155,9 @@ function IRResponseCard({
 
   const driversSum = response.key_drivers_summary ?? '';
 
-  const drivers = response.key_drivers.map((d: any) => ({ title: d.title, detail: d.detail }));
+  const drivers = response.key_drivers.map(d => ({ title: d.title, detail: d.detail }));
 
-  const visuals = response.visual_evidence.map((v: any) => {
+  const visuals = response.visual_evidence.map(v => {
     const firstSrc = sources[0];
     const rawDocId = firstSrc
       ? firstSrc.docName.toLowerCase().replace(/ /g, '_').replace(/-/g, '_')
@@ -243,14 +242,7 @@ export function ResponseWorkspace({
     messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
   }, [messages]);
 
-  React.useEffect(() => {
-    if (triggeredQuestion) {
-      handleQuestion(triggeredQuestion);
-      onClearTriggeredQuestion?.();
-    }
-  }, [triggeredQuestion, onClearTriggeredQuestion]);
-
-  const handleQuestion = async (question: string) => {
+  const handleQuestion = React.useCallback(async (question: string) => {
     const qId = Date.now().toString();
     setMessages(prev => [...prev, { id: qId, type: 'question', content: question }]);
     setIsLoading(true);
@@ -265,32 +257,41 @@ export function ResponseWorkspace({
     }
 
     try {
-      if (backendLive) {
-        // ── Live backend ──────────────────────────────────────
-        const response = await submitQuestion(question, selectedDocIds);
-        if (response.response_type === 'unsupported') {
-          setMessages(prev => [...prev, { id: Date.now().toString(), type: 'unsupported', content: question }]);
-        } else if (response.response_type === 'insufficient') {
-          setMessages(prev => [...prev, { id: Date.now().toString(), type: 'insufficient', content: question }]);
-        } else {
-          setMessages(prev => [...prev, { id: Date.now().toString(), type: 'ir-response', content: question, response }]);
-        }
-      } else {
+      // Attempt the backend on every submit. The health check is only a UI hint,
+      // and can be stale during startup or after a backend restart.
+      const response = await submitQuestion(question, selectedDocIds);
+      setBackendLive(true);
+
+      if (response.response_type === 'unsupported') {
+        setMessages(prev => [...prev, { id: Date.now().toString(), type: 'unsupported', content: question }]);
+      } else if (response.response_type === 'insufficient') {
         setMessages(prev => [...prev, { id: Date.now().toString(), type: 'insufficient', content: question }]);
+      } else {
+        setMessages(prev => [...prev, { id: Date.now().toString(), type: 'ir-response', content: question, response }]);
       }
     } catch (err) {
       console.error('Chat error:', err);
+      setBackendLive(false);
       setMessages(prev => [...prev, { id: Date.now().toString(), type: 'insufficient', content: question }]);
     } finally {
       setIsLoading(false);
     }
-  };
+  }, [onQuestionAsked, selectedDocIds]);
+
+  React.useEffect(() => {
+    if (triggeredQuestion) {
+      queueMicrotask(() => {
+        handleQuestion(triggeredQuestion);
+      });
+      onClearTriggeredQuestion?.();
+    }
+  }, [triggeredQuestion, onClearTriggeredQuestion, handleQuestion]);
 
   return (
     <div className="app-main">
       {showWelcome ? (
         <div style={{ flex: 1, overflow: 'hidden', display: 'flex', flexDirection: 'column' }}>
-          <WelcomeScreen onQuestion={handleQuestion} backendLive={backendLive} />
+          <WelcomeScreen backendLive={backendLive} />
         </div>
       ) : (
         <div className="messages-scroll">

src/components/layout/TopNavigation.tsx

@@ -98,9 +98,9 @@ export function TopNavigation({ onTogglePanel, panelOpen, onToggleLeftPanel, lef
         } as React.CSSProperties}
       >
         <span className="nav-center-title-text">
-          <span>Investment Relations </span>{' '}
+          <span>Investment Relations</span>
           <span ref={splitRef} className="nav-title-split" aria-hidden="true" />
-          <span> Intelligence System(IRIS)</span>
+          <span>Intelligence System (IRIS)</span>
         </span>
       </div>
 

sync-to-hf.sh

@@ -3,7 +3,7 @@ set -e
 
 echo "Starting local sync to Hugging Face Space..."
 
-# Copy only code files to a temp dir (exclude binary data)
+# Copy app code plus compact page screenshots to a temp dir.
 TEMP_DIR="/tmp/hf-push"
 echo "Preparing files in $TEMP_DIR..."
 rm -rf "$TEMP_DIR"
@@ -11,7 +11,10 @@ mkdir -p "$TEMP_DIR"
 
 rsync -a \
   --exclude='documents/' \
-  --exclude='backend/data/' \
+  --exclude='backend/data/chroma/' \
+  --exclude='backend/data/colpali_index/**/*.npy' \
+  --exclude='backend/data/raw/' \
+  --exclude='backend/data/pages/*/pages/*_colpali_index.png' \
   --exclude='.git/' \
   --exclude='node_modules/' \
   --exclude='.next/' \
@@ -20,28 +23,20 @@ rsync -a \
 
 # Create a fresh git repo with single commit (no binary history)
 cd "$TEMP_DIR"
-git init -b main
+git init
+git checkout -b main
 git config user.email "rajvivan@users.noreply.huggingface.co"
 git config user.name "rajvivan"
 git add -A
 git commit -m "sync: push iris-ir-platform to HuggingFace Space"
 
-# Prompt for HF token if not already set in environment
-if [ -z "$HF_TOKEN" ]; then
-  echo -n "Please enter your Hugging Face Access Token (with WRITE permission): "
-  read -rs HF_TOKEN
-  echo ""
-fi
-
-if [ -z "$HF_TOKEN" ]; then
-  echo "Error: Hugging Face token is required."
-  exit 1
-fi
-
-# Push to HuggingFace Space using Token Authentication
+# Push to HuggingFace Space
 echo "Pushing to Hugging Face Space..."
-git remote add hf "https://rajvivan:$HF_TOKEN@huggingface.co/spaces/rajvivan/iris-ir-platform"
+if [ -n "$HF_TOKEN" ]; then
+  git remote add hf "https://rajvivan:$HF_TOKEN@huggingface.co/spaces/rajvivan/iris-ir-platform"
+else
+  git remote add hf https://huggingface.co/spaces/rajvivan/iris-ir-platform
+fi
 git push hf main --force
 
 echo "Sync complete!"
-