tool

• id: 10249
  tools_id: AOAT-010249
  tools_url: https://postgresml.org
  tools_name: PostgresML
  publish_date: 2022-04-25
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  

---

badges

• tool_id: 10249
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:53.136634
  value: 1
  id: 12411
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 10249
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T16:31:17.996976
  value: 3444579
  id: 35050
  updated_at: 2025-08-18T16:31:17.996976
  value_text:
  

---

images

• image_id: 30643
  tool_id: 10249
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-010249-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: 30644
  tool_id: 10249
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-010249-sc02.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: 91078
  tool_id: 10249
  source_id: 3
  score: 3.340125445
  weight:
  comment:
  created_at: 2025-09-18T07:35:15.821346
  is_active: 1
  updated_at: 2025-09-18T07:35:15.821346
  

---

• rating_id: 70279
  tool_id: 10249
  source_id: 3
  score: 4.425903648
  weight:
  comment:
  created_at: 2025-08-15T02:20:14.874881
  is_active: 1
  updated_at: 2025-08-15T02:20:14.874881
  

---

• rating_id: 10249
  tool_id: 10249
  source_id: 3
  score: 4.632422
  weight:
  comment:
  created_at: 2025-06-28T07:52:01.316784
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 10249
  tool_id: 10249
  title: PostgresML: Powerful, Simple, Fast MLOps Platform
  tldr:
  short_description: Build, train, and deploy machine learning models directly within PostgreSQL with PostgresML. Streamline your MLOps workflow and accelerate AI development for smarter applications.
  introduction_title: AI SQL Query Builder: Unleash the Power of Machine Learning Within Your Database with PostgresML
  introduction_body: AI app builder, ai in data analysis, and machine learning are revolutionizing how we interact with data. PostgresML takes this a step further by seamlessly integrating AI and big data within PostgreSQL databases, creating a powerful MLOps platform. This innovative tool empowers users to build, train, and deploy machine learning models directly within their database, simplifying the entire ML lifecycle. From streamlining site search using NLP and ML models to automating workflows with intelligent chatbots, PostgresML abstracts complex data management, allowing developers to focus on building impactful AI applications. With support for 50+ algorithms, effortless scalability, and integration with popular ML libraries, PostgresML unlocks the full potential of SQL for AI in data analysis, enabling you to harness the power of machine learning effortlessly.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 10249
  network_id: 9
  social_media_url: https://github.com/postgresml/postgresml
  is_active: 1
  created_at: 2025-07-01T18:37:13.178467
  id: 13785
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 10249
  network_id: 12
  social_media_url: https://linkedin.com/company/postgresml
  is_active: 1
  created_at: 2025-07-01T18:37:13.178467
  id: 13786
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 10249
  network_id: 14
  social_media_url: https://twitter.com/postgresml
  is_active: 1
  created_at: 2025-07-01T18:37:13.178467
  id: 13787
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 10249
  tag_id: 140
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 39360
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 10249
  tag_id: 164
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 39361
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 10249
  tag_id: 297
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 39362
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 10249
  tag_id: 81
  weight: 4
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 39363
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 10249
  tag_id: 11
  weight: 5
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 39364
  updated_at: 2025-07-27T08:14:35.369098
  

---

• tool_id: 10249
  tag_id: 34
  weight: 6
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 39365
  updated_at: 2025-07-27T08:14:35.369098
  

---

toolsets

• tool_id: 10249
  toolset_id: 34
  weight: 1
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 80873
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 10249
  toolset_id: 12
  weight: 2
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 80874
  updated_at: 2025-07-27T08:15:00.645841
  

---

• tool_id: 10249
  toolset_id: 18
  weight: 3
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  id: 80875
  updated_at: 2025-07-27T08:15:00.645841
  

---

platforms

• tool_id: 10249
  platform_id: 1
  priority: 1
  platform_url: https://postgresml.org
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 10247
  updated_at: 2025-08-13T13:20:41.417
  

---

• tool_id: 10249
  platform_id: 1
  priority: 1
  platform_url: https://postgresml.org
  is_active: 1
  created_at: 2025-08-13T09:50:43.088122
  id: 29154
  updated_at: 2025-08-13T09:50:43.088122
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://github.com/pricing
  is_active: 1
  created_at: 2025-09-17T14:28:10.686782
  id: 64493
  updated_at: 2025-09-17T14:28:10.686782
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
  is_active: 1
  created_at: 2025-09-17T14:28:11.390441
  id: 64494
  updated_at: 2025-09-17T14:28:11.390441
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://github.com/postgresml/korvus
  is_active: 1
  created_at: 2025-09-17T14:28:12.097918
  id: 64495
  updated_at: 2025-09-17T14:28:12.097918
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://github.com/postgresml/postgresml-django
  is_active: 1
  created_at: 2025-09-17T14:28:12.806633
  id: 64496
  updated_at: 2025-09-17T14:28:12.806633
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://github.com/postgresml/pgcat
  is_active: 1
  created_at: 2025-09-17T14:28:13.510049
  id: 64497
  updated_at: 2025-09-17T14:28:13.510049
  

---

• tool_id: 10249
  platform_id: 19
  priority:
  platform_url: https://huggingface.co/models
  is_active: 1
  created_at: 2025-09-17T14:28:14.215053
  id: 64498
  updated_at: 2025-09-17T14:28:14.215053
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://docs.github.com/site-policy/github-terms/github-terms-of-service
  is_active: 1
  created_at: 2025-09-17T14:28:14.918704
  id: 64499
  updated_at: 2025-09-17T14:28:14.918704
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
  is_active: 1
  created_at: 2025-09-17T14:28:15.627205
  id: 64500
  updated_at: 2025-09-17T14:28:15.627205
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://github.com/security
  is_active: 1
  created_at: 2025-09-17T14:28:16.329814
  id: 64501
  updated_at: 2025-09-17T14:28:16.329814
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://docs.github.com/
  is_active: 1
  created_at: 2025-09-17T14:28:17.034486
  id: 64502
  updated_at: 2025-09-17T14:28:17.034486
  

---

• tool_id: 10249
  platform_id: 16
  priority:
  platform_url: https://support.github.com?tags=dotcom-footer
  is_active: 1
  created_at: 2025-09-17T14:28:17.739299
  id: 64503
  updated_at: 2025-09-17T14:28:17.739299
  

---

videos

• video_id: 1070
  tool_id: 10249
  platform_id: 1
  type: Channel
  title:
  url: https://youtube.com/@postgresml
  duration:
  sort_order:
  is_active:
  created_at: 2025-06-18T12:00:31.517952
  viewCount:
  likes:
  language:
  id: 1068
  thumbnail_url:
  video_info:
  updated_at: 2025-08-05T18:28:08.413048
  

---

score_log

• log_id: 204865
  tool_id: 10249
  final_score: 3
  logged_at: 2025-09-18T07:35:15.821346
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 3.340125445 (w=58.000) | Base Score: 3.340 | Final: 3.000
  final_score_2: 3.0001106951
  

---

• log_id: 183814
  tool_id: 10249
  final_score: 3.98
  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: 4.425903648 (w=58.000) | Base Score: 4.426 | Final: 3.975
  final_score_2: 3.9753599343
  

---

• log_id: 168269
  tool_id: 10249
  final_score: 3.98
  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: 4.425903648 (w=59.000) | Base Score: 4.426 | Final: 3.983
  final_score_2: 3.982999044
  

---

• log_id: 152590
  tool_id: 10249
  final_score: 3.98
  logged_at: 2025-08-15T02:20:14.874881
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.425903648 (w=58.000) | Base Score: 4.426 | Final: 3.975
  final_score_2: 3.9753599343
  

---

• log_id: 141611
  tool_id: 10249
  final_score: 4.16
  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: 4.632422000 (w=58.000) | Base Score: 4.632 | Final: 4.161
  final_score_2: 4.1608553377
  

---

• log_id: 131218
  tool_id: 10249
  final_score: 4.17
  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: 4.632422000 (w=49.000) | Base Score: 4.632 | Final: 4.169
  final_score_2: 4.1690269301
  

---

• log_id: 120085
  tool_id: 10249
  final_score: 3.59
  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: 4.632422000 (w=49.000) | Base Score: 4.632 | Final: 3.592
  final_score_2: 3.5924895852
  

---

• log_id: 108952
  tool_id: 10249
  final_score: 2.55
  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: 4.632422000 (w=49.000) | Base Score: 4.632 | Final: 2.553
  final_score_2: 2.5525618029
  

---

• log_id: 97819
  tool_id: 10249
  final_score: 4.63
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.632422000 (w=49.000)
  final_score_2: 4.632422
  

---

• log_id: 74878
  tool_id: 10249
  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: 4.632422000 (w=5.00)
  final_score_2: 0.4726961224
  

---

• log_id: 39772
  tool_id: 10249
  final_score: 4.63
  logged_at: 2025-06-28T07:38:34.661785
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.632422000 (weight: 1.0000)
  final_score_2: 4.632422
  

---

last_update

• tool_id: 10249
  last_update: 2025-08-18T16:31:17.996976
  

---