diff --git a/data/laptop/acer/2024/acer-swift-go-14-sfg14-01/acer-swift-go-14-sfg14-01-abhinavflac-751.json b/data/laptop/acer/2024/acer-swift-go-14-sfg14-01/acer-swift-go-14-sfg14-01-abhinavflac-751.json
index e9e4a8c56e8a0..013acc5ba34f0 100644
--- a/data/laptop/acer/2024/acer-swift-go-14-sfg14-01/acer-swift-go-14-sfg14-01-abhinavflac-751.json
+++ b/data/laptop/acer/2024/acer-swift-go-14-sfg14-01/acer-swift-go-14-sfg14-01-abhinavflac-751.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 940,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus",
+  "cpu_name": "Snapdragon X Plus",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-2024-macbook-air-15/apple-2024-macbook-air-15-abhinavflac-766.json b/data/laptop/apple/2024/apple-2024-macbook-air-15/apple-2024-macbook-air-15-abhinavflac-766.json
index 3e556e0f1c84a..8b315ea3b6afd 100644
--- a/data/laptop/apple/2024/apple-2024-macbook-air-15/apple-2024-macbook-air-15-abhinavflac-766.json
+++ b/data/laptop/apple/2024/apple-2024-macbook-air-15/apple-2024-macbook-air-15-abhinavflac-766.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-2024-macbook-air-15",
   "name": "Apple 2024 MacBook Air 15",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-03-08",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/03/apple-unveils-the-new-13-and-15-inch-macbook-air-with-the-powerful-m3-chip/",
+    "https://support.apple.com/en-us/118552",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1265,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M3 M3",
+  "cpu_name": "Apple M3",
   "storage_gb": 256,
   "display": {
     "size_inch": 15.0,
diff --git a/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-767.json b/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-767.json
index 7a6e08ef96243..2a796a0d417c7 100644
--- a/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-767.json
+++ b/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-767.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-13-2024",
   "name": "Apple MacBook Air 13 2024 (M3 / 24GB / 512GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-03-08",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/03/apple-unveils-the-new-13-and-15-inch-macbook-air-with-the-powerful-m3-chip/",
+    "https://support.apple.com/en-us/118551",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1538,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M3 M3",
+  "cpu_name": "Apple M3",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-886.json b/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-886.json
index 099ac51b3d901..89d3303a05d8f 100644
--- a/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-886.json
+++ b/data/laptop/apple/2024/apple-macbook-air-13-2024/apple-macbook-air-13-2024-abhinavflac-886.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-13-2024",
   "name": "Apple MacBook Air 13 2024 (M3 / 16GB / 256GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-03-08",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/03/apple-unveils-the-new-13-and-15-inch-macbook-air-with-the-powerful-m3-chip/",
+    "https://support.apple.com/en-us/118551",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1293,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M3 M3",
+  "cpu_name": "Apple M3",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 256,
diff --git a/data/laptop/apple/2024/apple-macbook-air-15-2024/apple-macbook-air-15-2024-abhinavflac-768.json b/data/laptop/apple/2024/apple-macbook-air-15-2024/apple-macbook-air-15-2024-abhinavflac-768.json
index 87e52660e8b2d..05ce563591cab 100644
--- a/data/laptop/apple/2024/apple-macbook-air-15-2024/apple-macbook-air-15-2024-abhinavflac-768.json
+++ b/data/laptop/apple/2024/apple-macbook-air-15-2024/apple-macbook-air-15-2024-abhinavflac-768.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-15-2024",
   "name": "Apple MacBook Air 15 2024",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-03-08",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/03/apple-unveils-the-new-13-and-15-inch-macbook-air-with-the-powerful-m3-chip/",
+    "https://support.apple.com/en-us/118552",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1859,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M3 M3",
+  "cpu_name": "Apple M3",
   "storage_gb": 512,
   "display": {
     "size_inch": 15.0,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-2024/apple-macbook-pro-14-2024-abhinavflac-782.json b/data/laptop/apple/2024/apple-macbook-pro-14-2024/apple-macbook-pro-14-2024-abhinavflac-782.json
index 9be21f33294f2..7844e1c9d2184 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-2024/apple-macbook-pro-14-2024-abhinavflac-782.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-14-2024/apple-macbook-pro-14-2024-abhinavflac-782.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-14-2024",
   "name": "Apple MacBook Pro 14 2024",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121552",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1927,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-777.json b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-777.json
index 257e7737fbbf1..63ba6c05bf75c 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-777.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-777.json
@@ -3,16 +3,19 @@
   "base_model_slug": "apple-macbook-pro-14-m4",
   "name": "Apple MacBook Pro 14 (M4 MaxMax / 36GB / 1024GB / Apple 32-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 36,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121552",
+    "https://support.apple.com/en-us/121553",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 3494,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4 Max",
+  "cpu_name": "Apple M4 Max",
   "gpu_name": "Apple Apple GPU Apple 32-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-778.json b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-778.json
index 064de1763ba7b..bf8a37e29c626 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-778.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-778.json
@@ -3,16 +3,19 @@
   "base_model_slug": "apple-macbook-pro-14-m4",
   "name": "Apple MacBook Pro 14 (M4 ProPro / 24GB / 1024GB / Apple 20-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121552",
+    "https://support.apple.com/en-us/121553",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2723,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4 Pro",
+  "cpu_name": "Apple M4 Pro",
   "gpu_name": "Apple Apple GPU Apple 20-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-779.json b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-779.json
index 7e7ce383da6c4..bfdecb8d61403 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-779.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-779.json
@@ -3,16 +3,19 @@
   "base_model_slug": "apple-macbook-pro-14-m4",
   "name": "Apple MacBook Pro 14 (M4 ProPro / 24GB / 512GB / Apple 16-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121552",
+    "https://support.apple.com/en-us/121553",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2265,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4 Pro",
+  "cpu_name": "Apple M4 Pro",
   "gpu_name": "Apple Apple GPU Apple 16-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-780.json b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-780.json
index ae38795c0f928..444e50fe3da26 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-780.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-780.json
@@ -3,16 +3,19 @@
   "base_model_slug": "apple-macbook-pro-14-m4",
   "name": "Apple MacBook Pro 14 (M4 / 24GB / 1024GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121552",
+    "https://support.apple.com/en-us/121553",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2434,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-781.json b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-781.json
index 9c333a96ff62e..e5f77609e1818 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-781.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-14-m4/apple-macbook-pro-14-m4-abhinavflac-781.json
@@ -3,16 +3,19 @@
   "base_model_slug": "apple-macbook-pro-14-m4",
   "name": "Apple MacBook Pro 14 (M4 / 16GB / 1024GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121552",
+    "https://support.apple.com/en-us/121553",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2205,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-16-2024/apple-macbook-pro-16-2024-abhinavflac-776.json b/data/laptop/apple/2024/apple-macbook-pro-16-2024/apple-macbook-pro-16-2024-abhinavflac-776.json
index 208fdcd8148b0..1575370d86827 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-16-2024/apple-macbook-pro-16-2024-abhinavflac-776.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-16-2024/apple-macbook-pro-16-2024-abhinavflac-776.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-16-2024",
   "name": "Apple MacBook Pro 16 2024",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121554",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2891,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4 Pro",
+  "cpu_name": "Apple M4 Pro",
   "gpu_name": "Apple Apple GPU Apple 20-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-769.json b/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-769.json
index 5817fa65ef5da..7cb0523171702 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-769.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-769.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-16-m4",
   "name": "Apple MacBook Pro 16 (M4 MaxMax / 36GB / 1024GB / Apple 32-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 36,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121554",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 4216,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4 Max",
+  "cpu_name": "Apple M4 Max",
   "gpu_name": "Apple Apple GPU Apple 32-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-775.json b/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-775.json
index cb8286718b803..a78c7f36c329d 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-775.json
+++ b/data/laptop/apple/2024/apple-macbook-pro-16-m4/apple-macbook-pro-16-m4-abhinavflac-775.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-16-m4",
   "name": "Apple MacBook Pro 16 (M4 ProPro / 48GB / 512GB / Apple 20-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2024-11-08",
   "ram_gb": 48,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2024/10/new-macbook-pro-features-m4-family-of-chips-and-apple-intelligence/",
+    "https://support.apple.com/en-us/121554",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 3373,
   "device_category": "General",
-  "cpu_name": "Apple M4 M4 Pro",
+  "cpu_name": "Apple M4 Pro",
   "gpu_name": "Apple Apple GPU Apple 20-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-air-15-2025/apple-macbook-air-15-2025-abhinavflac-636.json b/data/laptop/apple/2025/apple-macbook-air-15-2025/apple-macbook-air-15-2025-abhinavflac-636.json
similarity index 74%
rename from data/laptop/apple/2024/apple-macbook-air-15-2025/apple-macbook-air-15-2025-abhinavflac-636.json
rename to data/laptop/apple/2025/apple-macbook-air-15-2025/apple-macbook-air-15-2025-abhinavflac-636.json
index a17d184681ee1..5479dfe458b42 100644
--- a/data/laptop/apple/2024/apple-macbook-air-15-2025/apple-macbook-air-15-2025-abhinavflac-636.json
+++ b/data/laptop/apple/2025/apple-macbook-air-15-2025/apple-macbook-air-15-2025-abhinavflac-636.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-15-2025",
   "name": "Apple MacBook Air 15 2025",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-03-12",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/03/apple-introduces-the-new-macbook-air-with-the-m4-chip-and-a-sky-blue-color/",
+    "https://support.apple.com/en-us/122210",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1440,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 256,
diff --git a/data/laptop/apple/2024/apple-macbook-air-2025-15/apple-macbook-air-2025-15-abhinavflac-635.json b/data/laptop/apple/2025/apple-macbook-air-2025-15/apple-macbook-air-2025-15-abhinavflac-635.json
similarity index 74%
rename from data/laptop/apple/2024/apple-macbook-air-2025-15/apple-macbook-air-2025-15-abhinavflac-635.json
rename to data/laptop/apple/2025/apple-macbook-air-2025-15/apple-macbook-air-2025-15-abhinavflac-635.json
index e216aede027ab..d9beda4080030 100644
--- a/data/laptop/apple/2024/apple-macbook-air-2025-15/apple-macbook-air-2025-15-abhinavflac-635.json
+++ b/data/laptop/apple/2025/apple-macbook-air-2025-15/apple-macbook-air-2025-15-abhinavflac-635.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-2025-15",
   "name": "Apple MacBook Air 2025 15",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-03-12",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/03/apple-introduces-the-new-macbook-air-with-the-m4-chip-and-a-sky-blue-color/",
+    "https://support.apple.com/en-us/122210",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1669,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-637.json b/data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-637.json
similarity index 75%
rename from data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-637.json
rename to data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-637.json
index c1232e496ec0f..4461ad4d6b449 100644
--- a/data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-637.json
+++ b/data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-637.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-2025-m4",
   "name": "Apple MacBook Air 2025 (M4 / 24GB / 512GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-03-12",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/03/apple-introduces-the-new-macbook-air-with-the-m4-chip-and-a-sky-blue-color/",
+    "https://support.apple.com/en-us/122209",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1577,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-638.json b/data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-638.json
similarity index 75%
rename from data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-638.json
rename to data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-638.json
index c41b60a55aa7b..8d0736ff8d109 100644
--- a/data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-638.json
+++ b/data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-638.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-2025-m4",
   "name": "Apple MacBook Air 2025 (M4 / 16GB / 512GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-03-12",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/03/apple-introduces-the-new-macbook-air-with-the-m4-chip-and-a-sky-blue-color/",
+    "https://support.apple.com/en-us/122209",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1336,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-798.json b/data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-798.json
similarity index 75%
rename from data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-798.json
rename to data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-798.json
index 91343b7562008..92a5281007813 100644
--- a/data/laptop/apple/2024/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-798.json
+++ b/data/laptop/apple/2025/apple-macbook-air-2025-m4/apple-macbook-air-2025-m4-abhinavflac-798.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-2025-m4",
   "name": "Apple MacBook Air 2025 (M4 / 16GB / 256GB / Apple 8-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-03-12",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/03/apple-introduces-the-new-macbook-air-with-the-m4-chip-and-a-sky-blue-color/",
+    "https://support.apple.com/en-us/122209",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1131,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 8-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 256,
diff --git a/data/laptop/apple/2024/apple-macbook-air-m4-2025/apple-macbook-air-m4-2025-abhinavflac-634.json b/data/laptop/apple/2025/apple-macbook-air-m4-2025/apple-macbook-air-m4-2025-abhinavflac-634.json
similarity index 74%
rename from data/laptop/apple/2024/apple-macbook-air-m4-2025/apple-macbook-air-m4-2025-abhinavflac-634.json
rename to data/laptop/apple/2025/apple-macbook-air-m4-2025/apple-macbook-air-m4-2025-abhinavflac-634.json
index 2c0fe0919594d..fdd8dd48c5042 100644
--- a/data/laptop/apple/2024/apple-macbook-air-m4-2025/apple-macbook-air-m4-2025-abhinavflac-634.json
+++ b/data/laptop/apple/2025/apple-macbook-air-m4-2025/apple-macbook-air-m4-2025-abhinavflac-634.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-air-m4-2025",
   "name": "Apple MacBook Air M4 2025 15",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-03-12",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/03/apple-introduces-the-new-macbook-air-with-the-m4-chip-and-a-sky-blue-color/",
+    "https://support.apple.com/en-us/122210",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1897,
   "device_category": "Thin & Light",
-  "cpu_name": "Apple M4 M4",
+  "cpu_name": "Apple M4",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-2025/apple-macbook-pro-14-2025-abhinavflac-32.json b/data/laptop/apple/2025/apple-macbook-pro-14-2025/apple-macbook-pro-14-2025-abhinavflac-32.json
similarity index 75%
rename from data/laptop/apple/2024/apple-macbook-pro-14-2025/apple-macbook-pro-14-2025-abhinavflac-32.json
rename to data/laptop/apple/2025/apple-macbook-pro-14-2025/apple-macbook-pro-14-2025-abhinavflac-32.json
index 4b6b1d67f6d47..c21c70d834702 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-2025/apple-macbook-pro-14-2025-abhinavflac-32.json
+++ b/data/laptop/apple/2025/apple-macbook-pro-14-2025/apple-macbook-pro-14-2025-abhinavflac-32.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-14-2025",
   "name": "Apple MacBook Pro 14 2025",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-10-22",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/10/apple-unveils-new-14-inch-macbook-pro-powered-by-the-m5-chip/",
+    "https://support.apple.com/en-us/125405",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1982,
   "device_category": "General",
-  "cpu_name": "Apple M5 M5",
+  "cpu_name": "Apple M5",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-30.json b/data/laptop/apple/2025/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-30.json
similarity index 76%
rename from data/laptop/apple/2024/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-30.json
rename to data/laptop/apple/2025/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-30.json
index 55430605f5c15..448edf46042ad 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-30.json
+++ b/data/laptop/apple/2025/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-30.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-14-m5",
   "name": "Apple MacBook Pro 14 (M5 / 24GB / 1024GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-10-22",
   "ram_gb": 24,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/10/apple-unveils-new-14-inch-macbook-pro-powered-by-the-m5-chip/",
+    "https://support.apple.com/en-us/125405",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2446,
   "device_category": "General",
-  "cpu_name": "Apple M5 M5",
+  "cpu_name": "Apple M5",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/apple/2024/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-31.json b/data/laptop/apple/2025/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-31.json
similarity index 76%
rename from data/laptop/apple/2024/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-31.json
rename to data/laptop/apple/2025/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-31.json
index 176e0dfc9b8ca..9b384b963f2be 100644
--- a/data/laptop/apple/2024/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-31.json
+++ b/data/laptop/apple/2025/apple-macbook-pro-14-m5/apple-macbook-pro-14-m5-abhinavflac-31.json
@@ -3,16 +3,18 @@
   "base_model_slug": "apple-macbook-pro-14-m5",
   "name": "Apple MacBook Pro 14 (M5 / 16GB / 1024GB / Apple 10-Core GPU / Mac)",
   "brand": "apple",
-  "release_date": "2024-01-01",
+  "release_date": "2025-10-22",
   "ram_gb": 16,
   "os": "Mac",
   "verified": false,
   "source_urls": [
+    "https://www.apple.com/newsroom/2025/10/apple-unveils-new-14-inch-macbook-pro-powered-by-the-m5-chip/",
+    "https://support.apple.com/en-us/125405",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2211,
   "device_category": "General",
-  "cpu_name": "Apple M5 M5",
+  "cpu_name": "Apple M5",
   "gpu_name": "Apple Apple GPU Apple 10-Core GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/asus/2024/asus-vivobook-14-x1407qa-ly038ws/asus-vivobook-14-x1407qa-ly038ws-abhinavflac-307.json b/data/laptop/asus/2024/asus-vivobook-14-x1407qa-ly038ws/asus-vivobook-14-x1407qa-ly038ws-abhinavflac-307.json
index e4a4c03a99559..dafed10cd8b11 100644
--- a/data/laptop/asus/2024/asus-vivobook-14-x1407qa-ly038ws/asus-vivobook-14-x1407qa-ly038ws-abhinavflac-307.json
+++ b/data/laptop/asus/2024/asus-vivobook-14-x1407qa-ly038ws/asus-vivobook-14-x1407qa-ly038ws-abhinavflac-307.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 663,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1 26 100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/asus/2024/asus-vivobook-16-x1607qa-mb050ws/asus-vivobook-16-x1607qa-mb050ws-abhinavflac-657.json b/data/laptop/asus/2024/asus-vivobook-16-x1607qa-mb050ws/asus-vivobook-16-x1607qa-mb050ws-abhinavflac-657.json
index bf4d1226b1898..b38765f5367e8 100644
--- a/data/laptop/asus/2024/asus-vivobook-16-x1607qa-mb050ws/asus-vivobook-16-x1607qa-mb050ws-abhinavflac-657.json
+++ b/data/laptop/asus/2024/asus-vivobook-16-x1607qa-mb050ws/asus-vivobook-16-x1607qa-mb050ws-abhinavflac-657.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 711,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1 26 100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-852.json b/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-852.json
index afce56539c9a2..62ffa4cce1d36 100644
--- a/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-852.json
+++ b/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-852.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 843,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P 42",
+  "cpu_name": "Snapdragon X Plus X1P-42-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-989.json b/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-989.json
index 306626d6bf2b9..0272d27627631 100644
--- a/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-989.json
+++ b/data/laptop/asus/2024/asus-vivobook-s-15-oled/asus-vivobook-s-15-oled-abhinavflac-989.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1022,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite X1E 78 100",
+  "cpu_name": "Snapdragon X Elite X1E-78-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/asus/2024/asus-vivobook-s14-2025-s3407qa-kp020ws/asus-vivobook-s14-2025-s3407qa-kp020ws-abhinavflac-413.json b/data/laptop/asus/2024/asus-vivobook-s14-2025-s3407qa-kp020ws/asus-vivobook-s14-2025-s3407qa-kp020ws-abhinavflac-413.json
index a980011dd2d89..56e3882aed8f4 100644
--- a/data/laptop/asus/2024/asus-vivobook-s14-2025-s3407qa-kp020ws/asus-vivobook-s14-2025-s3407qa-kp020ws-abhinavflac-413.json
+++ b/data/laptop/asus/2024/asus-vivobook-s14-2025-s3407qa-kp020ws/asus-vivobook-s14-2025-s3407qa-kp020ws-abhinavflac-413.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 795,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1 26 100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "AMD Radeon Radeon",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/asus/2024/asus-vivobook-s16-2025-s3607qa-sh074ws/asus-vivobook-s16-2025-s3607qa-sh074ws-abhinavflac-233.json b/data/laptop/asus/2024/asus-vivobook-s16-2025-s3607qa-sh074ws/asus-vivobook-s16-2025-s3607qa-sh074ws-abhinavflac-233.json
index 742583f507c86..37b4e5650e5e6 100644
--- a/data/laptop/asus/2024/asus-vivobook-s16-2025-s3607qa-sh074ws/asus-vivobook-s16-2025-s3607qa-sh074ws-abhinavflac-233.json
+++ b/data/laptop/asus/2024/asus-vivobook-s16-2025-s3607qa-sh074ws/asus-vivobook-s16-2025-s3607qa-sh074ws-abhinavflac-233.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 879,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1 26 100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/asus/2024/asus-zenbook-a14-ux3407qa-qd259ws/asus-zenbook-a14-ux3407qa-qd259ws-abhinavflac-656.json b/data/laptop/asus/2024/asus-zenbook-a14-ux3407qa-qd259ws/asus-zenbook-a14-ux3407qa-qd259ws-abhinavflac-656.json
index a761ab31d38ec..93807b6baef85 100644
--- a/data/laptop/asus/2024/asus-zenbook-a14-ux3407qa-qd259ws/asus-zenbook-a14-ux3407qa-qd259ws-abhinavflac-656.json
+++ b/data/laptop/asus/2024/asus-zenbook-a14-ux3407qa-qd259ws/asus-zenbook-a14-ux3407qa-qd259ws-abhinavflac-656.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1012,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1 26 100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/asus/2024/asus-zenbook-a14-ux3407ra-qd054ws/asus-zenbook-a14-ux3407ra-qd054ws-abhinavflac-655.json b/data/laptop/asus/2024/asus-zenbook-a14-ux3407ra-qd054ws/asus-zenbook-a14-ux3407ra-qd054ws-abhinavflac-655.json
index a92aa0cb1452a..279b3417d6288 100644
--- a/data/laptop/asus/2024/asus-zenbook-a14-ux3407ra-qd054ws/asus-zenbook-a14-ux3407ra-qd054ws-abhinavflac-655.json
+++ b/data/laptop/asus/2024/asus-zenbook-a14-ux3407ra-qd054ws/asus-zenbook-a14-ux3407ra-qd054ws-abhinavflac-655.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1084,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite X1E 78 100",
+  "cpu_name": "Snapdragon X Elite X1E-78-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-14-inspiron-5441/dell-14-inspiron-5441-abhinavflac-744.json b/data/laptop/dell/2024/dell-14-inspiron-5441/dell-14-inspiron-5441-abhinavflac-744.json
index 614bf1308ecea..0313ce2df821f 100644
--- a/data/laptop/dell/2024/dell-14-inspiron-5441/dell-14-inspiron-5441-abhinavflac-744.json
+++ b/data/laptop/dell/2024/dell-14-inspiron-5441/dell-14-inspiron-5441-abhinavflac-744.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1102,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-64-100",
+  "cpu_name": "Snapdragon X Plus X1P-64-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-874.json b/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-874.json
index fab5705cbd3ae..65b2bb503c0e1 100644
--- a/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-874.json
+++ b/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-874.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1072,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-64-100",
+  "cpu_name": "Snapdragon X Plus X1P-64-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-900.json b/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-900.json
index 3ca2f9d488011..a34bd067a599c 100644
--- a/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-900.json
+++ b/data/laptop/dell/2024/dell-inspiron-14-plus-ai/dell-inspiron-14-plus-ai-abhinavflac-900.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1343,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-64-100",
+  "cpu_name": "Snapdragon X Plus X1P-64-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-inspiron-5441/dell-inspiron-5441-abhinavflac-774.json b/data/laptop/dell/2024/dell-inspiron-5441/dell-inspiron-5441-abhinavflac-774.json
index 008d0622bae4e..ddb58d7781ad7 100644
--- a/data/laptop/dell/2024/dell-inspiron-5441/dell-inspiron-5441-abhinavflac-774.json
+++ b/data/laptop/dell/2024/dell-inspiron-5441/dell-inspiron-5441-abhinavflac-774.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1000,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-42-100",
+  "cpu_name": "Snapdragon X Plus X1P-42-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-inspiron-7441-plus-ai/dell-inspiron-7441-plus-ai-abhinavflac-956.json b/data/laptop/dell/2024/dell-inspiron-7441-plus-ai/dell-inspiron-7441-plus-ai-abhinavflac-956.json
index 37cc191a8f81f..2de37ae9309e3 100644
--- a/data/laptop/dell/2024/dell-inspiron-7441-plus-ai/dell-inspiron-7441-plus-ai-abhinavflac-956.json
+++ b/data/laptop/dell/2024/dell-inspiron-7441-plus-ai/dell-inspiron-7441-plus-ai-abhinavflac-956.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1162,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-64-100",
+  "cpu_name": "Snapdragon X Plus X1P-64-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-xps-13-9345-ai/dell-xps-13-9345-ai-abhinavflac-957.json b/data/laptop/dell/2024/dell-xps-13-9345-ai/dell-xps-13-9345-ai-abhinavflac-957.json
index a923238bb1350..1b9d4f48bbe15 100644
--- a/data/laptop/dell/2024/dell-xps-13-9345-ai/dell-xps-13-9345-ai-abhinavflac-957.json
+++ b/data/laptop/dell/2024/dell-xps-13-9345-ai/dell-xps-13-9345-ai-abhinavflac-957.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1747,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1E-80-100",
+  "cpu_name": "Snapdragon X Elite X1E-80-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-xps-9345-ai-laptops/dell-xps-9345-ai-laptops-abhinavflac-941.json b/data/laptop/dell/2024/dell-xps-9345-ai-laptops/dell-xps-9345-ai-laptops-abhinavflac-941.json
index d7cd94082956c..778187ce1856f 100644
--- a/data/laptop/dell/2024/dell-xps-9345-ai-laptops/dell-xps-9345-ai-laptops-abhinavflac-941.json
+++ b/data/laptop/dell/2024/dell-xps-9345-ai-laptops/dell-xps-9345-ai-laptops-abhinavflac-941.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1928,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite X1E-80-100",
+  "cpu_name": "Snapdragon X Elite X1E-80-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/dell/2024/dell-xps-9345-ai/dell-xps-9345-ai-abhinavflac-940.json b/data/laptop/dell/2024/dell-xps-9345-ai/dell-xps-9345-ai-abhinavflac-940.json
index 8d076fe1ba185..e7f42533c20e4 100644
--- a/data/laptop/dell/2024/dell-xps-9345-ai/dell-xps-9345-ai-abhinavflac-940.json
+++ b/data/laptop/dell/2024/dell-xps-9345-ai/dell-xps-9345-ai-abhinavflac-940.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 2163,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite X1E-80-100",
+  "cpu_name": "Snapdragon X Elite X1E-80-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 32,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/hp/2024/hp-omnibook-5-16-fb0001qu/hp-omnibook-5-16-fb0001qu-abhinavflac-51.json b/data/laptop/hp/2024/hp-omnibook-5-16-fb0001qu/hp-omnibook-5-16-fb0001qu-abhinavflac-51.json
index 0bb27c6cc58bb..c48acc1819241 100644
--- a/data/laptop/hp/2024/hp-omnibook-5-16-fb0001qu/hp-omnibook-5-16-fb0001qu-abhinavflac-51.json
+++ b/data/laptop/hp/2024/hp-omnibook-5-16-fb0001qu/hp-omnibook-5-16-fb0001qu-abhinavflac-51.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 843,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1-26-100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-398.json b/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-398.json
index 75f76dfb74c23..a68dc73921898 100644
--- a/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-398.json
+++ b/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-398.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 795,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1-26-100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-399.json b/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-399.json
index 2b3f6bf328701..0dc4f77f8f403 100644
--- a/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-399.json
+++ b/data/laptop/hp/2024/hp-omnibook-5-next-gen/hp-omnibook-5-next-gen-abhinavflac-399.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 831,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1-26-100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/hp/2024/hp-omnibook-x-14-fe0121qu-ai/hp-omnibook-x-14-fe0121qu-ai-abhinavflac-917.json b/data/laptop/hp/2024/hp-omnibook-x-14-fe0121qu-ai/hp-omnibook-x-14-fe0121qu-ai-abhinavflac-917.json
index 4d957d8aa1022..fcb877cb83d34 100644
--- a/data/laptop/hp/2024/hp-omnibook-x-14-fe0121qu-ai/hp-omnibook-x-14-fe0121qu-ai-abhinavflac-917.json
+++ b/data/laptop/hp/2024/hp-omnibook-x-14-fe0121qu-ai/hp-omnibook-x-14-fe0121qu-ai-abhinavflac-917.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1519,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite X1E-78-100",
+  "cpu_name": "Snapdragon X Elite X1E-78-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/hp/2024/hp-omnibook-x-14-fe1011qu-ai/hp-omnibook-x-14-fe1011qu-ai-abhinavflac-754.json b/data/laptop/hp/2024/hp-omnibook-x-14-fe1011qu-ai/hp-omnibook-x-14-fe1011qu-ai-abhinavflac-754.json
index 76b68a75e1554..979eef38f6621 100644
--- a/data/laptop/hp/2024/hp-omnibook-x-14-fe1011qu-ai/hp-omnibook-x-14-fe1011qu-ai-abhinavflac-754.json
+++ b/data/laptop/hp/2024/hp-omnibook-x-14-fe1011qu-ai/hp-omnibook-x-14-fe1011qu-ai-abhinavflac-754.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1060,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-42-100",
+  "cpu_name": "Snapdragon X Plus X1P-42-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-312.json b/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-312.json
index 87383d01071d0..3821c5c39b1f0 100644
--- a/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-312.json
+++ b/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-312.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 663,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1-26-100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-74.json b/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-74.json
index 60572d57076a0..58f405c69c12e 100644
--- a/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-74.json
+++ b/data/laptop/lenovo/2024/lenovo-ideapad-slim-3/lenovo-ideapad-slim-3-abhinavflac-74.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 742,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X X1-26-100",
+  "cpu_name": "Snapdragon X X1-26-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/lenovo/2024/lenovo-ideapad-slim-5-16irh10r/lenovo-ideapad-slim-5-16irh10r-abhinavflac-229.json b/data/laptop/lenovo/2024/lenovo-ideapad-slim-5-16irh10r/lenovo-ideapad-slim-5-16irh10r-abhinavflac-229.json
index f9a21326542e3..ab317fa0c2f94 100644
--- a/data/laptop/lenovo/2024/lenovo-ideapad-slim-5-16irh10r/lenovo-ideapad-slim-5-16irh10r-abhinavflac-229.json
+++ b/data/laptop/lenovo/2024/lenovo-ideapad-slim-5-16irh10r/lenovo-ideapad-slim-5-16irh10r-abhinavflac-229.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.intel.com/content/www/us/en/products/sku/241652/intel-core-5-processor-210h-12m-cache-up-to-4-80-ghz/specifications.html",
+    "https://psref.lenovo.com/syspool/Sys/PDF/IdeaPad/IdeaPad_Slim_5_16IRH10R/IdeaPad_Slim_5_16IRH10R_Spec.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 783,
   "device_category": "Thin & Light",
-  "cpu_name": "Intel 210H 210H",
+  "cpu_name": "Intel Core 5 210H",
   "gpu_name": "Intel Integrated Graphics Integrated Graphics",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/lenovo/2024/lenovo-ideapad-slim-5/lenovo-ideapad-slim-5-abhinavflac-512.json b/data/laptop/lenovo/2024/lenovo-ideapad-slim-5/lenovo-ideapad-slim-5-abhinavflac-512.json
index 020773c4ff299..e0416cb333d9c 100644
--- a/data/laptop/lenovo/2024/lenovo-ideapad-slim-5/lenovo-ideapad-slim-5-abhinavflac-512.json
+++ b/data/laptop/lenovo/2024/lenovo-ideapad-slim-5/lenovo-ideapad-slim-5-abhinavflac-512.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 964,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-42-100",
+  "cpu_name": "Snapdragon X Plus X1P-42-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/lenovo/2024/lenovo-ideapad-slim-5x-gen/lenovo-ideapad-slim-5x-gen-abhinavflac-813.json b/data/laptop/lenovo/2024/lenovo-ideapad-slim-5x-gen/lenovo-ideapad-slim-5x-gen-abhinavflac-813.json
index 570d2bd1f60dc..ba2edc96d410b 100644
--- a/data/laptop/lenovo/2024/lenovo-ideapad-slim-5x-gen/lenovo-ideapad-slim-5x-gen-abhinavflac-813.json
+++ b/data/laptop/lenovo/2024/lenovo-ideapad-slim-5x-gen/lenovo-ideapad-slim-5x-gen-abhinavflac-813.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 866,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-42-100",
+  "cpu_name": "Snapdragon X Plus X1P-42-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 16,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/lenovo/2024/lenovo-yoga-slim-7/lenovo-yoga-slim-7-abhinavflac-632.json b/data/laptop/lenovo/2024/lenovo-yoga-slim-7/lenovo-yoga-slim-7-abhinavflac-632.json
index f0b5bfd6ac0f8..febec4e4c2e74 100644
--- a/data/laptop/lenovo/2024/lenovo-yoga-slim-7/lenovo-yoga-slim-7-abhinavflac-632.json
+++ b/data/laptop/lenovo/2024/lenovo-yoga-slim-7/lenovo-yoga-slim-7-abhinavflac-632.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1120,
   "device_category": "Convertible",
-  "cpu_name": "Snapdragon Snapdragon X Plus X1P-64-100",
+  "cpu_name": "Snapdragon X Plus X1P-64-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 32,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/lenovo/2024/lenovo-yoga-slim-7x/lenovo-yoga-slim-7x-abhinavflac-862.json b/data/laptop/lenovo/2024/lenovo-yoga-slim-7x/lenovo-yoga-slim-7x-abhinavflac-862.json
index d868789db8aab..2fa846456eef8 100644
--- a/data/laptop/lenovo/2024/lenovo-yoga-slim-7x/lenovo-yoga-slim-7x-abhinavflac-862.json
+++ b/data/laptop/lenovo/2024/lenovo-yoga-slim-7x/lenovo-yoga-slim-7x-abhinavflac-862.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1687,
   "device_category": "Convertible",
-  "cpu_name": "Snapdragon Snapdragon X Elite X1E-78-100",
+  "cpu_name": "Snapdragon X Elite X1E-78-100",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "ram_gb": 32,
@@ -20,6 +20,8 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {
diff --git a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-13-8/microsoft-surface-laptop-7-13-8-abhinavflac-949.json b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-13-8/microsoft-surface-laptop-7-13-8-abhinavflac-949.json
index 672d51be466a3..2178ba207a140 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-13-8/microsoft-surface-laptop-7-13-8-abhinavflac-949.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-13-8/microsoft-surface-laptop-7-13-8-abhinavflac-949.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2446,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-945.json b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-945.json
index c712d06015f9e..867d2d7ae18c1 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-945.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-945.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1735,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-951.json b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-951.json
index e8e7b9b82e8d5..1a5e5aad43b90 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-951.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-951.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1889,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-952.json b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-952.json
index 42011161f3cfd..50465b614de28 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-952.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-15/microsoft-surface-laptop-7-15-abhinavflac-952.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1614,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 256,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zgm-00023/microsoft-surface-laptop-7-zgm-00023-abhinavflac-953.json b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zgm-00023/microsoft-surface-laptop-7-zgm-00023-abhinavflac-953.json
index e72a495e3f1b4..3786b794881b3 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zgm-00023/microsoft-surface-laptop-7-zgm-00023-abhinavflac-953.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zgm-00023/microsoft-surface-laptop-7-zgm-00023-abhinavflac-953.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1566,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus",
+  "cpu_name": "Snapdragon X Plus",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zxx-00059/microsoft-surface-laptop-7-zxx-00059-abhinavflac-950.json b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zxx-00059/microsoft-surface-laptop-7-zxx-00059-abhinavflac-950.json
index 4c81e45150f5c..ba83074411a45 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zxx-00059/microsoft-surface-laptop-7-zxx-00059-abhinavflac-950.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-laptop-7-zxx-00059/microsoft-surface-laptop-7-zxx-00059-abhinavflac-950.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2060,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-947.json b/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-947.json
index 68a4df2d7ab6c..14bf4d6d6dd35 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-947.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-947.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2700,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-948.json b/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-948.json
index 23d29811dcc38..83a91f25b5846 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-948.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-pro-11-2024/microsoft-surface-pro-11-2024-abhinavflac-948.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1530,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus",
+  "cpu_name": "Snapdragon X Plus",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-pro-11-zib-00031/microsoft-surface-pro-11-zib-00031-abhinavflac-946.json b/data/laptop/microsoft/2024/microsoft-surface-pro-11-zib-00031/microsoft-surface-pro-11-zib-00031-abhinavflac-946.json
index 1afc833e12a3a..da7efb8e8f624 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-pro-11-zib-00031/microsoft-surface-pro-11-zib-00031-abhinavflac-946.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-pro-11-zib-00031/microsoft-surface-pro-11-zib-00031-abhinavflac-946.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 2098,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Elite",
+  "cpu_name": "Snapdragon X Elite",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 1024,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27654/microsoft-surface-pro-12-ep2-27654-abhinavflac-58.json b/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27654/microsoft-surface-pro-12-ep2-27654-abhinavflac-58.json
index 3f78fe4c631e7..e4f4fcd475c20 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27654/microsoft-surface-pro-12-ep2-27654-abhinavflac-58.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27654/microsoft-surface-pro-12-ep2-27654-abhinavflac-58.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1072,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus",
+  "cpu_name": "Snapdragon X Plus",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 256,
diff --git a/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27670/microsoft-surface-pro-12-ep2-27670-abhinavflac-59.json b/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27670/microsoft-surface-pro-12-ep2-27670-abhinavflac-59.json
index 2334e09b4e3fe..a12d4031192ec 100644
--- a/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27670/microsoft-surface-pro-12-ep2-27670-abhinavflac-59.json
+++ b/data/laptop/microsoft/2024/microsoft-surface-pro-12-ep2-27670/microsoft-surface-pro-12-ep2-27670-abhinavflac-59.json
@@ -8,11 +8,13 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.qualcomm.com/laptops/products/snapdragon-x-elite",
+    "https://docs.qualcomm.com/doc/87-86493-1/87-86493-1_REV_C_Snapdragon_X_Platform_Product_Brief.pdf",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "msrp_usd": 1181,
   "device_category": "Thin & Light",
-  "cpu_name": "Snapdragon Snapdragon X Plus",
+  "cpu_name": "Snapdragon X Plus",
   "gpu_name": "Qualcomm Adreno Adreno GPU",
   "gpu_type": "Integrated",
   "storage_gb": 512,
diff --git a/data/laptop/msi/2024/msi-cyborg-15-b2rwekg-217in-gaming/msi-cyborg-15-b2rwekg-217in-gaming-abhinavflac-109.json b/data/laptop/msi/2024/msi-cyborg-15-b2rwekg-217in-gaming/msi-cyborg-15-b2rwekg-217in-gaming-abhinavflac-109.json
index 35d029b86ae67..28f7014304313 100644
--- a/data/laptop/msi/2024/msi-cyborg-15-b2rwekg-217in-gaming/msi-cyborg-15-b2rwekg-217in-gaming-abhinavflac-109.json
+++ b/data/laptop/msi/2024/msi-cyborg-15-b2rwekg-217in-gaming/msi-cyborg-15-b2rwekg-217in-gaming-abhinavflac-109.json
@@ -7,7 +7,7 @@
   "release_date": "2024-01-01",
   "msrp_usd": 1157,
   "device_category": "Gaming",
-  "cpu_name": "Intel 210H 210H",
+  "cpu_name": "Intel Core 5 210H",
   "gpu_name": "NVIDIA GeForce RTX RTX 5050",
   "gpu_type": "Dedicated",
   "ram_gb": 16,
@@ -20,6 +20,7 @@
   "os": "Windows",
   "verified": false,
   "source_urls": [
+    "https://www.intel.com/content/www/us/en/products/sku/241652/intel-core-5-processor-210h-12m-cache-up-to-4-80-ghz/specifications.html",
     "https://github.com/abhinavflac/laptops-specs-dataset"
   ],
   "variant": {