tool

• id: 2502
  tools_id: AOAT-002502
  tools_url: https://fluent.co
  tools_name: Fluent 2.0
  publish_date: 2021-05-12
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  

---

badges

• tool_id: 2502
  badge_id: 35
  is_active:
  created_at: 2025-08-31T09:43:49.004163
  value: 1
  id: 53835
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 2502
  badge_id: 35
  is_active:
  created_at: 2025-08-31T10:44:01.821298
  value: 1
  id: 57551
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 2502
  badge_id: 3
  is_active: 1
  created_at: 2025-07-19T09:09:05.686616
  value: 2
  id: 915
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 2502
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:50.291939
  value: 1
  id: 4664
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 2502
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T13:43:36.899433
  value: 2471475
  id: 32182
  updated_at: 2025-08-18T13:43:36.899433
  value_text:
  

---

• tool_id: 2502
  badge_id: 35
  is_active: 1
  created_at: 2025-08-31T13:25:13.182516
  value: 1
  id: 66698
  updated_at: 2025-08-31T13:25:13.182516
  value_text:
  

---

images

• image_id: 7548
  tool_id: 2502
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-002502-img-3695.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: 7549
  tool_id: 2502
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-002502-img-3696.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: 7550
  tool_id: 2502
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-002502-img-3697.png
  image_type: gallery
  alt_text:
  order: 3
  is_active: 1
  created_at: 2025-07-23T06:21:01.537453
  updated_at: 2025-07-27T08:07:15.656641
  

---

• image_id: 66042
  tool_id: 2502
  image_url: https://ageofai.tools/wp-content/uploads/fullsc/fullsc-2502-oDqQa.png
  image_type: homefullsc
  alt_text:
  order:
  is_active: 1
  created_at: 2025-08-10T13:28:00.831209
  updated_at: 2025-08-10T13:28:00.831209
  

---

• image_id: 7546
  tool_id: 2502
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-002502-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: 7547
  tool_id: 2502
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-002502-sc-9876.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: 86468
  tool_id: 2502
  source_id: 3
  score: 4.478215983
  weight:
  comment:
  created_at: 2025-09-17T18:07:43.631474
  is_active: 1
  updated_at: 2025-09-17T18:07:43.631474
  

---

• rating_id: 63770
  tool_id: 2502
  source_id: 3
  score: 4.588087653
  weight:
  comment:
  created_at: 2025-08-10T19:07:31.401463
  is_active: 1
  updated_at: 2025-08-10T19:07:31.401463
  

---

• rating_id: 2502
  tool_id: 2502
  source_id: 3
  score: 4.454774
  weight:
  comment:
  created_at: 2025-06-28T07:49:38.28653
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 2502
  tool_id: 2502
  title: Fluent 2.0: Learn Languages Through Every Read with AI Pronunciation
  tldr:
  short_description: Learn languages instantly with AI-powered lessons & pronunciation practice.
  introduction_title: AI Text Generator: Fluent 2.0 Makes Language Learning Fun & Effective
  introduction_body: AI text generator, Fluent 2.0 revolutionizes language learning by seamlessly integrating interactive lessons into any online content you read. This innovative tool leverages the power of AI to provide personalized learning experiences, helping you master languages like Spanish, French, English, Italian, German, or Portuguese at your own pace. Fluent 2.0 not only teaches you new vocabulary and grammar but also utilizes an AI voice generator to help you perfect your pronunciation. Learn to speak faster and more confidently with engaging lessons that feel less like studying and more like a fun exploration of a new language. Sentence & conversation features are coming soon, further enhancing Fluent 2.0's ability to make learning a truly immersive experience.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 2502
  network_id: 10
  social_media_url: https://tiktok.com/@usefluent
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 3517
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2502
  network_id: 12
  social_media_url: https://linkedin.com/company/usefluent
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 3518
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2502
  network_id: 13
  social_media_url: https://instagram.com/usefluent
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 3519
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 2502
  network_id: 14
  social_media_url: https://twitter.com/usefluent
  is_active: 1
  created_at: 2025-07-01T18:37:04.409475
  id: 3520
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 2502
  tag_id: 3
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 9926
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 2502
  tag_id: 10
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 9927
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 2502
  tag_id: 27
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 9928
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 2502
  tag_id: 25
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 9929
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 2502
  tag_id: 23
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 9930
  updated_at: 2025-07-27T08:14:35.369098
  

---

toolsets

• tool_id: 2502
  toolset_id: 16
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26086
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 39
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26087
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 2
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26088
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 6
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26089
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 3
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26090
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 7
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26091
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 4
  weight: 7
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26092
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 41
  weight: 8
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26093
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 28
  weight: 9
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26094
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 30
  weight: 10
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26095
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 31
  weight: 11
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26096
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 23
  weight: 12
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26097
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 5
  weight: 13
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26098
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 2502
  toolset_id: 35
  weight: 14
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 26099
  updated_at: 2025-07-27T08:15:00.645841
  

---

jobs

• tool_id: 2502
  job_id: 4
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61110
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 6
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61111
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 8
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61112
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 5
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61113
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 18
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61114
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 22
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61115
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 3
  weight: 7
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61116
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 21
  weight: 8
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61117
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 13
  weight: 9
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61118
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 24
  weight: 10
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61119
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 15
  weight: 11
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61120
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 9
  weight: 12
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61121
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 1
  weight: 13
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61122
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 11
  weight: 14
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61123
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 16
  weight: 15
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61124
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 12
  weight: 16
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61125
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 17
  weight: 17
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61126
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 10
  weight: 18
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61127
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 23
  weight: 19
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61128
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 14
  weight: 20
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61129
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 28
  weight: 21
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61130
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 2
  weight: 22
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61131
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 41
  weight: 23
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61132
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 25
  weight: 24
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61133
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 20
  weight: 25
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61134
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 7
  weight: 26
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61135
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 26
  weight: 27
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61136
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 27
  weight: 28
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61137
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 33
  weight: 29
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61138
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 32
  weight: 30
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61139
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 31
  weight: 31
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61140
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 29
  weight: 32
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61141
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 43
  weight: 33
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61142
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 34
  weight: 34
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61143
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 35
  weight: 35
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61144
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 36
  weight: 36
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61145
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 38
  weight: 37
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61146
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 37
  weight: 38
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61147
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 39
  weight: 39
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61148
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 19
  weight: 40
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61149
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 40
  weight: 41
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61150
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 42
  weight: 42
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61151
  updated_at: 2025-07-27T08:12:08.543303
  

---

• tool_id: 2502
  job_id: 30
  weight: 43
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 61152
  updated_at: 2025-07-27T08:12:08.543303
  

---

platforms

• tool_id: 2502
  platform_id: 1
  priority: 1
  platform_url: https://fluent.co
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2500
  updated_at: 2025-08-15T16:20:18.261
  

---

• tool_id: 2502
  platform_id: 1
  priority: 1
  platform_url: https://fluent.co
  is_active: 1
  created_at: 2025-08-15T12:50:20.017753
  id: 32071
  updated_at: 2025-08-15T12:50:20.017753
  

---

• tool_id: 2502
  platform_id: 2
  priority:
  platform_url: https://chrome.google.com/webstore/detail/fluent-learn-spanish-fren/embghnbnaodclojpfejpklgombehfmeo
  is_active: 1
  created_at: 2025-09-17T13:06:59.025393
  id: 63996
  updated_at: 2025-09-17T13:06:59.025393
  

---

score_log

• log_id: 202109
  tool_id: 2502
  final_score: 4.02
  logged_at: 2025-09-17T18:07:43.631474
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.478215983 (w=58.000) | Base Score: 4.478 | Final: 4.022
  final_score_2: 4.0223470306
  

---

• log_id: 180074
  tool_id: 2502
  final_score: 4.12
  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: 4.588087653 (w=58.000) | Base Score: 4.588 | Final: 4.121
  final_score_2: 4.1210340942
  

---

• log_id: 164529
  tool_id: 2502
  final_score: 4.13
  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: 4.588087653 (w=59.000) | Base Score: 4.588 | Final: 4.129
  final_score_2: 4.1289531335
  

---

• log_id: 139873
  tool_id: 2502
  final_score: 4.12
  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: 4.588087653 (w=58.000) | Base Score: 4.588 | Final: 4.121
  final_score_2: 4.1210340942
  

---

• log_id: 128003
  tool_id: 2502
  final_score: 4.13
  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: 4.588087653 (w=49.000) | Base Score: 4.588 | Final: 4.129
  final_score_2: 4.1291274808
  

---

• log_id: 116870
  tool_id: 2502
  final_score: 3.56
  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: 4.588087653 (w=49.000) | Base Score: 4.588 | Final: 3.558
  final_score_2: 3.5581078558
  

---

• log_id: 105737
  tool_id: 2502
  final_score: 2.53
  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: 4.588087653 (w=49.000) | Base Score: 4.588 | Final: 2.528
  final_score_2: 2.5281326466
  

---

• log_id: 94604
  tool_id: 2502
  final_score: 4.59
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.588087653 (w=49.000)
  final_score_2: 4.588087653
  

---

• log_id: 67131
  tool_id: 2502
  final_score: 0.47
  logged_at: 2025-08-11T16:10:08.878468
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.588087653 (w=5.00)
  final_score_2: 0.4681722095
  

---

• log_id: 63370
  tool_id: 2502
  final_score: 4.59
  logged_at: 2025-08-11T08:59:06.780515
  change_reason: full recompute
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.588087653 (w=1.0000)
  final_score_2: 4.588087653
  

---

• log_id: 61110
  tool_id: 2502
  final_score: 4.52
  logged_at: 2025-08-10T19:07:31.401463
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.454774000 (weight: 1.0000), Similar web Raiting: 4.588087653 (weight: 1.0000)
  final_score_2: 4.5214308265
  

---

• log_id: 32025
  tool_id: 2502
  final_score: 4.45
  logged_at: 2025-06-28T07:38:11.151992
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.454774000 (weight: 1.0000)
  final_score_2: 4.454774
  

---

last_update

• tool_id: 2502
  last_update: 2025-08-31T13:25:13.182516
  

---