tool

• id: 3468
  tools_id: AOAT-003468
  tools_url: https://marketmuse.com
  tools_name: MarketMuse
  publish_date: 2001-02-20
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-10-26T19:25:50.549
  company_domain:
  

---

badges

• tool_id: 3468
  badge_id: 35
  is_active:
  created_at: 2025-08-31T09:48:42.963159
  value: 1
  id: 54124
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 3468
  badge_id: 35
  is_active:
  created_at: 2025-08-31T10:59:36.286795
  value: 1
  id: 58517
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 3468
  badge_id: 3
  is_active: 1
  created_at: 2025-07-19T09:09:05.686616
  value: 2
  id: 1204
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 3468
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:50.291939
  value: 1
  id: 5630
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 3468
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T14:08:19.314775
  value: 309749
  id: 32604
  updated_at: 2025-08-18T14:08:19.314775
  value_text:
  

---

• tool_id: 3468
  badge_id: 35
  is_active: 1
  created_at: 2025-08-31T13:10:45.441073
  value: 1
  id: 65798
  updated_at: 2025-08-31T13:10:45.441073
  value_text:
  

---

images

• image_id: 10051
  tool_id: 3468
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-003468-img-4817.png
  image_type: gallery
  alt_text:
  order: 1
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 10052
  tool_id: 3468
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-003468-img-4818.png
  image_type: gallery
  alt_text:
  order: 2
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 66779
  tool_id: 3468
  image_url: https://ageofai.tools/wp-content/uploads/fullsc/fullsc-3468-yDdcz.png
  image_type: homefullsc
  alt_text:
  order:
  is_active: 1
  created_at: 2025-08-10T21:46:34.049934
  updated_at: 2025-08-10T21:46:34.049934
  

---

• image_id: 10049
  tool_id: 3468
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-003468-logo.png
  image_type: logo
  alt_text:
  order:
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 10050
  tool_id: 3468
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-003468-sc-10373.png
  image_type: screenshot
  alt_text:
  order:
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

all_pricing_models

• pricing_model_id: 9
  pricing_model_name: Hybrid Models
  is_active:
  sort: 0
  

---

• pricing_model_id: 10
  pricing_model_name: Deprecated/Legacy
  is_active:
  sort: 0
  

---

• pricing_model_id: 1
  pricing_model_name: Free
  is_active: 1
  sort: 1
  

---

• pricing_model_id: 2
  pricing_model_name: Freemium
  is_active: 1
  sort: 2
  

---

• pricing_model_id: 12
  pricing_model_name: Free Trial
  is_active: 1
  sort: 3
  

---

• pricing_model_id: 3
  pricing_model_name: Subscription
  is_active: 1
  sort: 6
  

---

• pricing_model_id: 4
  pricing_model_name: Pay-As-You-Go (PAYG)
  is_active: 1
  sort: 4
  

---

• pricing_model_id: 5
  pricing_model_name: One-Time Purchase
  is_active: 1
  sort: 7
  

---

• pricing_model_id: 6
  pricing_model_name: Credit or Token-Based
  is_active: 1
  sort: 5
  

---

• pricing_model_id: 7
  pricing_model_name: Custom Pricing
  is_active: 1
  sort: 8
  

---

• pricing_model_id: 8
  pricing_model_name: Performance-Based
  is_active: 1
  sort: 9
  

---

• pricing_model_id: 11
  pricing_model_name: Miscellaneous
  is_active: 1
  sort: 10
  

---

active_pricing_model_names

ratings

• rating_id: 103630
  tool_id: 3468
  source_id: 3
  score: 4.947936998
  weight:
  comment:
  created_at: 2025-10-21T02:30:31.961367
  is_active: 1
  updated_at: 2025-10-21T02:30:31.961367
  

---

• rating_id: 87141
  tool_id: 3468
  source_id: 3
  score: 4.939437331
  weight:
  comment:
  created_at: 2025-09-17T20:06:57.727487
  is_active: 1
  updated_at: 2025-09-17T20:06:57.727487
  

---

• rating_id: 64502
  tool_id: 3468
  source_id: 3
  score: 4.948375332
  weight:
  comment:
  created_at: 2025-08-11T03:16:22.397078
  is_active: 1
  updated_at: 2025-08-11T03:16:22.397078
  

---

• rating_id: 3468
  tool_id: 3468
  source_id: 3
  score: 4.931736
  weight:
  comment:
  created_at: 2025-06-28T07:49:38.28653
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 3468
  tool_id: 3468
  title: MarketMuse: AI-Powered Content Strategy for SEO Success
  tldr:
  short_description: Boost your SEO with MarketMuse's AI-powered tools for content research, planning, and optimization.
  introduction_title: Generative AI at Work: MarketMuse - Your Content Creation Powerhouse
  introduction_body: Generative AI is revolutionizing content creation, and MarketMuse stands at the forefront of this transformation. This powerful platform is designed to accelerate your entire content workflow – from research and ideation to writing and optimization. By leveraging the capabilities of AI content generators and SEO assistants, MarketMuse empowers you to create high-quality, search engine-friendly content with unprecedented speed and efficiency. MarketMuse's intelligent algorithms analyze your target audience, keywords, and competitors to provide data-driven insights that inform every stage of your content strategy. This ensures your content not only resonates with readers but also ranks prominently in search results, driving organic traffic and boosting your online presence.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 3468
  network_id: 12
  social_media_url: https://linkedin.com/company/marketmuse
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 4905
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 3468
  network_id: 14
  social_media_url: https://twitter.com/marketmuseco
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 4906
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 3468
  network_id: 15
  social_media_url: https://facebook.com/marketmuseco
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 4907
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 3468
  tag_id: 91
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 13695
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 3468
  tag_id: 25
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 13696
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 3468
  tag_id: 282
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 13697
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 3468
  tag_id: 3
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 13698
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 3468
  tag_id: 22
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 13699
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 3468
  tag_id: 18
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 13700
  updated_at: 2025-07-27T08:14:35.369098
  

---

toolsets

• tool_id: 3468
  toolset_id: 10
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35835
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 6
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35836
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 23
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35837
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 5
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35838
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 35
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35839
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 30
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35840
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 36
  weight: 7
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35841
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 31
  weight: 8
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35842
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 14
  weight: 9
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35843
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 26
  weight: 10
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35844
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 16
  weight: 11
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35845
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 39
  weight: 12
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35846
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 3468
  toolset_id: 48
  weight: 13
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 35847
  updated_at: 2025-07-27T08:15:00.645841
  

---

jobs

• tool_id: 3468
  job_id: 5
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84178
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 21
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84179
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 9
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84180
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 23
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84181
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 2
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84182
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 35
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84183
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 36
  weight: 7
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84184
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 40
  weight: 8
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84185
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 14
  weight: 9
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84186
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 4
  weight: 10
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84187
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 6
  weight: 11
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84188
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 8
  weight: 12
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84189
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 18
  weight: 13
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84190
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 22
  weight: 14
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84191
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 3
  weight: 15
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84192
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 13
  weight: 16
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84193
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 24
  weight: 17
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84194
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 15
  weight: 18
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84195
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 1
  weight: 19
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84196
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 11
  weight: 20
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84197
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 16
  weight: 21
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84198
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 12
  weight: 22
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84199
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 17
  weight: 23
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84200
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 10
  weight: 24
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84201
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 28
  weight: 25
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84202
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 41
  weight: 26
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84203
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 25
  weight: 27
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84204
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 20
  weight: 28
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84205
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 7
  weight: 29
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84206
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 26
  weight: 30
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84207
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 27
  weight: 31
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84208
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 33
  weight: 32
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84209
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 32
  weight: 33
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84210
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 31
  weight: 34
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84211
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 29
  weight: 35
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84212
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 43
  weight: 36
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84213
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 34
  weight: 37
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84214
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 38
  weight: 38
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84215
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 37
  weight: 39
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84216
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 39
  weight: 40
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84217
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 19
  weight: 41
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84218
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 42
  weight: 42
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84219
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 3468
  job_id: 30
  weight: 43
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 84220
  updated_at: 2025-07-27T08:12:08.543303
  

---

platforms

• tool_id: 3468
  platform_id: 1
  priority: 1
  platform_url: https://marketmuse.com
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 3466
  updated_at: 2025-08-15T18:23:52.593
  

---

• tool_id: 3468
  platform_id: 1
  priority: 1
  platform_url: https://marketmuse.com
  is_active: 1
  created_at: 2025-08-15T14:53:54.301766
  id: 33037
  updated_at: 2025-08-15T14:53:54.301766
  

---

score_log

• log_id: 220901
  tool_id: 3468
  final_score: 4.44
  logged_at: 2025-10-26T16:43:16.543477
  change_reason: rating_sources changed | Coverage: 7.8% | Penalty: 0.8973
  triggered_by: System
  source_summary: Similar web Raiting: 4.947936998 (w=64.000) | Base Score: 4.948 | Final: 4.440
  final_score_2: 4.4397987121
  

---

• log_id: 212031
  tool_id: 3468
  final_score: 4.44
  logged_at: 2025-10-21T02:30:31.961367
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.947936998 (w=58.000) | Base Score: 4.948 | Final: 4.444
  final_score_2: 4.4442518554
  

---

• log_id: 202505
  tool_id: 3468
  final_score: 4.44
  logged_at: 2025-09-17T20:06:57.727487
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.939437331 (w=58.000) | Base Score: 4.939 | Final: 4.437
  final_score_2: 4.436617429
  

---

• log_id: 180619
  tool_id: 3468
  final_score: 4.44
  logged_at: 2025-08-19T16:20:53.067949
  change_reason: rating_sources changed | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.948375332 (w=58.000) | Base Score: 4.948 | Final: 4.445
  final_score_2: 4.4446455683
  

---

• log_id: 165074
  tool_id: 3468
  final_score: 4.45
  logged_at: 2025-08-19T16:20:25.813463
  change_reason: rating_sources changed | Coverage: 10.2% | Penalty: 0.8999
  triggered_by: System
  source_summary: Similar web Raiting: 4.948375332 (w=59.000) | Base Score: 4.948 | Final: 4.453
  final_score_2: 4.4531864642
  

---

• log_id: 138178
  tool_id: 3468
  final_score: 4.44
  logged_at: 2025-08-12T06:15:25.263278
  change_reason: Rating source weights updated | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.948375332 (w=58.000) | Base Score: 4.948 | Final: 4.445
  final_score_2: 4.4446455683
  

---

• log_id: 128467
  tool_id: 3468
  final_score: 4.45
  logged_at: 2025-08-11T16:36:22.187859
  change_reason: Applied precise penalty formula - Similar Web = 4.5 | Coverage: 10.2% | Penalty: 0.9000
  triggered_by: Manual Refresh
  source_summary: Similar web Raiting: 4.948375332 (w=49.000) | Base Score: 4.948 | Final: 4.453
  final_score_2: 4.4533745024
  

---

• log_id: 117334
  tool_id: 3468
  final_score: 3.84
  logged_at: 2025-08-11T16:32:06.680827
  change_reason: Applied milder penalty formula - v2 | Coverage: 10.2% | Penalty: 0.776
  triggered_by: Manual Refresh
  source_summary: Similar web Raiting: 4.948375332 (w=49.000) | Base Score: 4.948 | Final: 3.838
  final_score_2: 3.8375145537
  

---

• log_id: 106201
  tool_id: 3468
  final_score: 2.73
  logged_at: 2025-08-11T16:28:07.06408
  change_reason: Applied new fair penalty system | Coverage: 10.2% | Penalty: 0.551
  triggered_by: Manual Refresh
  source_summary: Similar web Raiting: 4.948375332 (w=49.000) | Base Score: 4.948 | Final: 2.727
  final_score_2: 2.7266587238
  

---

• log_id: 95068
  tool_id: 3468
  final_score: 4.95
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.948375332 (w=49.000)
  final_score_2: 4.948375332
  

---

• log_id: 68097
  tool_id: 3468
  final_score: 0.5
  logged_at: 2025-08-11T16:10:08.878468
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.948375332 (w=5.00)
  final_score_2: 0.5049362584
  

---

• log_id: 63884
  tool_id: 3468
  final_score: 4.95
  logged_at: 2025-08-11T08:59:06.780515
  change_reason: full recompute
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.948375332 (w=1.0000)
  final_score_2: 4.948375332
  

---

• log_id: 61617
  tool_id: 3468
  final_score: 4.94
  logged_at: 2025-08-11T03:16:22.397078
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.931736000 (weight: 1.0000), Similar web Raiting: 4.948375332 (weight: 1.0000)
  final_score_2: 4.940055666
  

---

• log_id: 32991
  tool_id: 3468
  final_score: 4.93
  logged_at: 2025-06-28T07:38:11.151992
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.931736000 (weight: 1.0000)
  final_score_2: 4.931736
  

---

last_update

• tool_id: 3468
  last_update: 2025-10-26T19:25:50.549
  

---