tool

• id: 3298
  tools_id: AOAT-003298
  tools_url: https://levels.fyi
  tools_name: Levels
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images

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all_pricing_models

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active_pricing_model_names

ratings

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---

seo

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  title: Levels.fyi Standard: Universal Career Leveling Framework
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  introduction_title: Machine Learning Revolutionized: Introducing Levels.fyi's AI-Powered Talent Hierarchy
  introduction_body: Machine learning is transforming the way we understand talent, and Levels.fyi is at the forefront of this revolution. This innovative platform utilizes advanced AI text generation and api ai technology to create the Levels.fyi Standard, a comprehensive leveling hierarchy derived from company-specific structures. By abstracting these complexities, Levels.fyi simplifies talent aggregation and comparison, providing valuable insights for individuals and organizations alike. This empowers users to benchmark their skills against industry standards, identify growth opportunities, and make informed decisions about career development.
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social_media

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tags

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---

• tool_id: 3298
  job_id: 29
  weight: 32
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80463
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 43
  weight: 33
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80464
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 34
  weight: 34
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80465
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 35
  weight: 35
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80466
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 36
  weight: 36
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80467
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 38
  weight: 37
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80468
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 37
  weight: 38
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80469
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 39
  weight: 39
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80470
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 19
  weight: 40
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80471
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 40
  weight: 41
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80472
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 42
  weight: 42
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80473
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 30
  weight: 43
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 80474
  updated_at: 2025-08-18T08:10:37.838581
  

---

• tool_id: 3298
  job_id: 20
  weight: 1
  is_active: 1
  created_at: 2025-08-18T08:11:02.780012
  id: 275392
  updated_at: 2025-08-18T11:40:34.832
  

---

• tool_id: 3298
  job_id: 12
  weight: 2
  is_active: 1
  created_at: 2025-08-18T08:11:03.23778
  id: 275393
  updated_at: 2025-08-18T11:40:34.832
  

---

• tool_id: 3298
  job_id: 34
  weight: 3
  is_active: 1
  created_at: 2025-08-18T08:11:03.679913
  id: 275394
  updated_at: 2025-08-18T11:40:34.832
  

---

• tool_id: 3298
  job_id: 16
  weight: 4
  is_active: 1
  created_at: 2025-08-18T08:11:04.119641
  id: 275395
  updated_at: 2025-08-18T11:40:34.832
  

---

• tool_id: 3298
  job_id: 7
  weight: 5
  is_active: 1
  created_at: 2025-08-18T08:11:04.555818
  id: 275396
  updated_at: 2025-08-18T11:40:34.832
  

---

platforms

• tool_id: 3298
  platform_id: 1
  priority: 1
  platform_url: https://levels.fyi
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 3296
  updated_at: 2025-08-15T18:02:11.788
  

---

• tool_id: 3298
  platform_id: 1
  priority: 1
  platform_url: https://levels.fyi
  is_active: 1
  created_at: 2025-08-15T14:32:13.512943
  id: 32867
  updated_at: 2025-08-15T14:32:13.512943
  

---

score_log

• log_id: 180512
  tool_id: 3298
  final_score: 4.49
  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: 4.997854333 (w=58.000) | Base Score: 4.998 | Final: 4.489
  final_score_2: 4.4890877555
  

---

• log_id: 164967
  tool_id: 3298
  final_score: 4.5
  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: 4.997854333 (w=59.000) | Base Score: 4.998 | Final: 4.498
  final_score_2: 4.497714052
  

---

• log_id: 140118
  tool_id: 3298
  final_score: 4.49
  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: 4.997854333 (w=58.000) | Base Score: 4.998 | Final: 4.489
  final_score_2: 4.4890877555
  

---

• log_id: 128378
  tool_id: 3298
  final_score: 4.5
  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: 4.997854333 (w=49.000) | Base Score: 4.998 | Final: 4.498
  final_score_2: 4.4979039705
  

---

• log_id: 117245
  tool_id: 3298
  final_score: 3.88
  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: 4.997854333 (w=49.000) | Base Score: 4.998 | Final: 3.876
  final_score_2: 3.8758860138
  

---

• log_id: 106112
  tool_id: 3298
  final_score: 2.75
  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: 4.997854333 (w=49.000) | Base Score: 4.998 | Final: 2.754
  final_score_2: 2.7539226924
  

---

• log_id: 94979
  tool_id: 3298
  final_score: 5
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.997854333 (w=49.000)
  final_score_2: 4.997854333
  

---

• log_id: 67927
  tool_id: 3298
  final_score: 0.51
  logged_at: 2025-08-11T16:10:08.878468
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.997854333 (w=5.00)
  final_score_2: 0.509985136
  

---

• log_id: 63784
  tool_id: 3298
  final_score: 5
  logged_at: 2025-08-11T08:59:06.780515
  change_reason: full recompute
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.997854333 (w=1.0000)
  final_score_2: 4.997854333
  

---

• log_id: 61519
  tool_id: 3298
  final_score: 5
  logged_at: 2025-08-11T01:46:41.094829
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.996322000 (weight: 1.0000), Similar web Raiting: 4.997854333 (weight: 1.0000)
  final_score_2: 4.9970881665
  

---

• log_id: 32821
  tool_id: 3298
  final_score: 5
  logged_at: 2025-06-28T07:38:11.151992
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.996322000 (weight: 1.0000)
  final_score_2: 4.996322
  

---

last_update

• tool_id: 3298
  last_update: 2025-08-18T14:03:42.552627
  

---