tool

• id: 627
  tools_id: AOAT-000627
  tools_url: https://talktastic.com
  tools_name: TalkTastic
  publish_date: 2011-02-01
  is_active: 1
  created_at: 2025-07-23T05:58:33.471061
  updated_at: 2025-07-27T08:15:21.895024
  

---

badges

• tool_id: 627
  badge_id: 35
  is_active:
  created_at: 2025-08-31T09:34:55.776449
  value: 1
  id: 53288
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 627
  badge_id: 35
  is_active:
  created_at: 2025-08-31T10:14:00.246876
  value: 1
  id: 55677
  updated_at: 2025-08-31T12:56:27.351129
  value_text:
  

---

• tool_id: 627
  badge_id: 3
  is_active: 1
  created_at: 2025-07-19T09:09:05.686616
  value: 2
  id: 367
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 627
  badge_id: 17
  is_active: 1
  created_at: 2025-07-21T12:34:50.291939
  value: 1
  id: 2789
  updated_at: 2025-07-27T08:11:45.309133
  value_text:
  

---

• tool_id: 627
  badge_id: 25
  is_active: 1
  created_at: 2025-08-18T12:57:02.655888
  value: 2599608
  id: 31388
  updated_at: 2025-08-18T12:57:02.655888
  value_text:
  

---

• tool_id: 627
  badge_id: 35
  is_active: 1
  created_at: 2025-08-31T13:03:36.670418
  value: 1
  id: 65353
  updated_at: 2025-08-31T13:03:36.670418
  value_text:
  

---

images

• image_id: 2277
  tool_id: 627
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-000627-img-1204.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: 2278
  tool_id: 627
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-000627-img-1205.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: 2279
  tool_id: 627
  image_url: https://ageofai.tools/wp-content/uploads/img/AOAT-000627-img-1206.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: 64582
  tool_id: 627
  image_url: https://ageofai.tools/wp-content/uploads/fullsc/fullsc-627-xKwxh.png
  image_type: homefullsc
  alt_text:
  order:
  is_active: 1
  created_at: 2025-08-09T16:57:42.924435
  updated_at: 2025-08-09T16:57:42.924435
  

---

• image_id: 2275
  tool_id: 627
  image_url: https://ageofai.tools/wp-content/uploads/logo/AOAT-000627-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: 2276
  tool_id: 627
  image_url: https://ageofai.tools/wp-content/uploads/sc/AOAT-000627-sc-8824.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: 85185
  tool_id: 627
  source_id: 3
  score: 4.304104477
  weight:
  comment:
  created_at: 2025-09-17T14:19:15.303739
  is_active: 1
  updated_at: 2025-09-17T14:19:15.303739
  

---

• rating_id: 62309
  tool_id: 627
  source_id: 3
  score: 4.566732152
  weight:
  comment:
  created_at: 2025-08-09T12:36:05.498659
  is_active: 1
  updated_at: 2025-08-09T12:36:05.498659
  

---

• rating_id: 627
  tool_id: 627
  source_id: 3
  score: 4.183721
  weight:
  comment:
  created_at: 2025-06-28T07:49:38.28653
  is_active: 1
  updated_at: 2025-07-27T08:17:24.286376
  

---

seo

• seo_id: 627
  tool_id: 627
  title: TalkTastic: Voice Keyboard for Mac - Write Effortlessly With Your Voice
  tldr:
  short_description: Write faster with TalkTastic, the AI voice keyboard for Mac. Compose emails, texts & docs using your voice for ultimate efficiency.
  introduction_title: AI Voice Generator for macOS: TalkTastic - Revolutionize Your Writing Workflow
  introduction_body: AI chatbot, AI voice generator, AI writing, and automation are no longer futuristic concepts; they're tools reshaping how we work. TalkTastic is a context-aware voice keyboard designed specifically for  macOS, seamlessly integrating into every app you use. Ditch the clunky typing experience and effortlessly compose emails, text messages, and documents using just your voice. More accurate and faster than ChatGPT, Google, and OpenAI Whisper, TalkTastic redefines efficiency. Unlock unparalleled speed and accuracy in your writing with this revolutionary AI assistant.
  is_active: 1
  created_at: 2025-07-23T06:17:37.581901
  updated_at: 2025-07-27T08:11:20.221553
  

---

social_media

• tool_id: 627
  network_id: 12
  social_media_url: https://linkedin.com/company/talktasticai
  is_active: 1
  created_at: 2025-07-01T18:37:01.857979
  id: 1257
  updated_at: 2025-07-27T08:14:10.033253
  

---

• tool_id: 627
  network_id: 13
  social_media_url: https://instagram.com/talktasticai
  is_active: 1
  created_at: 2025-07-01T18:37:01.857979
  id: 1258
  updated_at: 2025-07-27T08:14:10.033253
  

---

tags

• tool_id: 627
  tag_id: 3
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2585
  updated_at: 2025-08-11T12:46:25.717784
  

---

• tool_id: 627
  tag_id: 10
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2586
  updated_at: 2025-08-11T12:46:25.717784
  

---

• tool_id: 627
  tag_id: 25
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2587
  updated_at: 2025-08-11T12:46:25.717784
  

---

• tool_id: 627
  tag_id: 40
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2588
  updated_at: 2025-08-11T12:46:25.717784
  

---

• tool_id: 627
  tag_id: 17
  weight: 5
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 2589
  updated_at: 2025-08-11T12:46:25.717784
  

---

• tool_id: 627
  tag_id: 38
  weight: 6
  is_active:
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  id: 2590
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---

• tool_id: 627
  tag_id: 177
  weight: 1
  is_active: 1
  created_at: 2025-08-11T12:47:00.614224
  id: 94609
  updated_at: 2025-08-11T12:47:00.614224
  

---

• tool_id: 627
  tag_id: 84
  weight: 2
  is_active: 1
  created_at: 2025-08-11T12:47:01.057335
  id: 94610
  updated_at: 2025-08-11T12:47:01.057335
  

---

• tool_id: 627
  tag_id: 202
  weight: 3
  is_active: 1
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  id: 94611
  updated_at: 2025-08-11T12:47:01.500973
  

---

• tool_id: 627
  tag_id: 34
  weight: 4
  is_active: 1
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  id: 94612
  updated_at: 2025-08-11T12:47:01.950929
  

---

• tool_id: 627
  tag_id: 75
  weight: 5
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---

• tool_id: 627
  tag_id: 25
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---

• tool_id: 627
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  id: 94615
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---

• tool_id: 627
  tag_id: 23
  weight: 8
  is_active: 1
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  id: 94616
  updated_at: 2025-08-11T12:47:03.747118
  

---

• tool_id: 627
  tag_id: 11
  weight: 9
  is_active: 1
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  id: 94617
  updated_at: 2025-08-11T12:47:04.189692
  

---

• tool_id: 627
  tag_id: 28
  weight: 10
  is_active: 1
  created_at: 2025-08-11T12:47:04.630314
  id: 94618
  updated_at: 2025-08-11T12:47:04.630314
  

---

toolsets

• tool_id: 627
  toolset_id: 16
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 6729
  updated_at: 2025-08-11T11:17:53.359483
  

---

• tool_id: 627
  toolset_id: 39
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 6730
  updated_at: 2025-08-11T11:17:53.359483
  

---

• tool_id: 627
  toolset_id: 2
  weight: 3
  is_active:
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  id: 6731
  updated_at: 2025-08-11T11:17:53.359483
  

---

• tool_id: 627
  toolset_id: 6
  weight: 4
  is_active:
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  id: 6732
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---

• tool_id: 627
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  weight: 5
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  id: 6733
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---

• tool_id: 627
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  weight: 6
  is_active:
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  id: 6734
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---

• tool_id: 627
  toolset_id: 4
  weight: 7
  is_active:
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  id: 6735
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---

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  weight: 8
  is_active:
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  id: 6736
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---

• tool_id: 627
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  weight: 9
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  id: 6737
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---

• tool_id: 627
  toolset_id: 31
  weight: 10
  is_active:
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  id: 6738
  updated_at: 2025-08-11T11:17:53.359483
  

---

• tool_id: 627
  toolset_id: 15
  weight: 11
  is_active:
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  id: 6739
  updated_at: 2025-08-11T11:17:53.359483
  

---

• tool_id: 627
  toolset_id: 28
  weight: 12
  is_active:
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  id: 6740
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---

• tool_id: 627
  toolset_id: 17
  weight: 13
  is_active:
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  id: 6741
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---

• tool_id: 627
  toolset_id: 12
  weight: 14
  is_active:
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  id: 6742
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---

• tool_id: 627
  toolset_id: 18
  weight: 15
  is_active:
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  id: 6743
  updated_at: 2025-08-11T11:17:53.359483
  

---

• tool_id: 627
  toolset_id: 5
  weight: 1
  is_active: 1
  created_at: 2025-08-11T11:18:06.632307
  id: 140852
  updated_at: 2025-08-11T14:47:48.189
  

---

jobs

• tool_id: 627
  job_id: 4
  weight: 1
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15967
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 6
  weight: 2
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15968
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 8
  weight: 3
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15969
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 5
  weight: 4
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15970
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 18
  weight: 5
  is_active:
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  id: 15971
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 22
  weight: 6
  is_active:
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  id: 15972
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 3
  weight: 7
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15973
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 21
  weight: 8
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15974
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 13
  weight: 9
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15975
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 24
  weight: 10
  is_active:
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  id: 15976
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 15
  weight: 11
  is_active:
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  id: 15977
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 9
  weight: 12
  is_active:
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  id: 15978
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 1
  weight: 13
  is_active:
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  id: 15979
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---

• tool_id: 627
  job_id: 11
  weight: 14
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  id: 15980
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 16
  weight: 15
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  id: 15981
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---

• tool_id: 627
  job_id: 12
  weight: 16
  is_active:
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  id: 15982
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 17
  weight: 17
  is_active:
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  id: 15983
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---

• tool_id: 627
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  id: 15984
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---

• tool_id: 627
  job_id: 23
  weight: 19
  is_active:
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  id: 15985
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---

• tool_id: 627
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  weight: 20
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  id: 15986
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---

• tool_id: 627
  job_id: 28
  weight: 21
  is_active:
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  id: 15987
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 2
  weight: 22
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15988
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 41
  weight: 23
  is_active:
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  id: 15989
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 25
  weight: 24
  is_active:
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  id: 15990
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 20
  weight: 25
  is_active:
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  id: 15991
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
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  weight: 26
  is_active:
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  id: 15992
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---

• tool_id: 627
  job_id: 26
  weight: 27
  is_active:
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  id: 15993
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---

• tool_id: 627
  job_id: 27
  weight: 28
  is_active:
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  id: 15994
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 33
  weight: 29
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15995
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 32
  weight: 30
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15996
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 31
  weight: 31
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15997
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 29
  weight: 32
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15998
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 43
  weight: 33
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 15999
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 34
  weight: 34
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16000
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 35
  weight: 35
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16001
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 36
  weight: 36
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16002
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 38
  weight: 37
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16003
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 37
  weight: 38
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16004
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 39
  weight: 39
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16005
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 19
  weight: 40
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16006
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 40
  weight: 41
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16007
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 42
  weight: 42
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16008
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 30
  weight: 43
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 16009
  updated_at: 2025-08-11T11:23:21.255832
  

---

• tool_id: 627
  job_id: 20
  weight: 1
  is_active: 1
  created_at: 2025-08-11T11:23:37.643842
  id: 274460
  updated_at: 2025-08-11T14:53:15.939
  

---

• tool_id: 627
  job_id: 7
  weight: 2
  is_active: 1
  created_at: 2025-08-11T11:23:38.068441
  id: 274461
  updated_at: 2025-08-11T14:53:15.939
  

---

• tool_id: 627
  job_id: 12
  weight: 3
  is_active: 1
  created_at: 2025-08-11T11:23:38.492635
  id: 274462
  updated_at: 2025-08-11T14:53:15.939
  

---

• tool_id: 627
  job_id: 27
  weight: 4
  is_active: 1
  created_at: 2025-08-11T11:23:38.921213
  id: 274463
  updated_at: 2025-08-11T14:53:15.939
  

---

• tool_id: 627
  job_id: 9
  weight: 5
  is_active: 1
  created_at: 2025-08-11T11:23:39.354695
  id: 274464
  updated_at: 2025-08-11T14:53:15.939
  

---

platforms

• tool_id: 627
  platform_id: 1
  priority: 1
  platform_url: https://talktastic.com
  is_active:
  created_at: 2025-07-23T06:17:37.581901
  id: 627
  updated_at: 2025-08-15T00:41:59.884
  

---

• tool_id: 627
  platform_id: 1
  priority: 1
  platform_url: https://talktastic.com
  is_active: 1
  created_at: 2025-08-14T21:12:01.568986
  id: 30266
  updated_at: 2025-08-14T21:12:01.568986
  

---

• tool_id: 627
  platform_id: 7
  priority:
  platform_url: https://www.producthunt.com/posts/talktastic-for-macos?comment=3665385
  is_active: 1
  created_at: 2025-09-06T17:34:48.957297
  id: 57889
  updated_at: 2025-09-06T17:34:48.957297
  

---

• tool_id: 627
  platform_id: 7
  priority:
  platform_url: https://www.producthunt.com/posts/talktastic-for-macos?comment=3669428
  is_active: 1
  created_at: 2025-09-06T17:34:49.944281
  id: 57890
  updated_at: 2025-09-06T17:34:49.944281
  

---

• tool_id: 627
  platform_id: 7
  priority:
  platform_url: https://www.producthunt.com/posts/talktastic-for-macos?comment=3663421
  is_active: 1
  created_at: 2025-09-06T17:34:50.833848
  id: 57891
  updated_at: 2025-09-06T17:34:50.833848
  

---

• tool_id: 627
  platform_id: 7
  priority:
  platform_url: https://www.producthunt.com/posts/talktastic-for-macos?comment=3664473
  is_active: 1
  created_at: 2025-09-06T17:34:51.797691
  id: 57892
  updated_at: 2025-09-06T17:34:51.797691
  

---

• tool_id: 627
  platform_id: 7
  priority:
  platform_url: https://www.producthunt.com/posts/talktastic-for-macos?comment=3664963
  is_active: 1
  created_at: 2025-09-06T17:34:52.673942
  id: 57893
  updated_at: 2025-09-06T17:34:52.673942
  

---

• tool_id: 627
  platform_id: 7
  priority:
  platform_url: https://www.producthunt.com/posts/talktastic-for-macos?comment=3663579
  is_active: 1
  created_at: 2025-09-06T17:34:53.72225
  id: 57894
  updated_at: 2025-09-06T17:34:53.72225
  

---

score_log

• log_id: 201345
  tool_id: 627
  final_score: 3.87
  logged_at: 2025-09-17T14:19:15.303739
  change_reason: New rating added | Coverage: 8.6% | Penalty: 0.8982
  triggered_by: System
  source_summary: Similar web Raiting: 4.304104477 (w=58.000) | Base Score: 4.304 | Final: 3.866
  final_score_2: 3.8659595536
  

---

• log_id: 179047
  tool_id: 627
  final_score: 4.1
  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: 4.566732152 (w=58.000) | Base Score: 4.567 | Final: 4.102
  final_score_2: 4.1018525191
  

---

• log_id: 163502
  tool_id: 627
  final_score: 4.11
  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: 4.566732152 (w=59.000) | Base Score: 4.567 | Final: 4.110
  final_score_2: 4.1097346988
  

---

• log_id: 144992
  tool_id: 627
  final_score: 4.1
  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: 4.566732152 (w=58.000) | Base Score: 4.567 | Final: 4.102
  final_score_2: 4.1018525191
  

---

• log_id: 127135
  tool_id: 627
  final_score: 4.11
  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: 4.566732152 (w=49.000) | Base Score: 4.567 | Final: 4.110
  final_score_2: 4.1099082346
  

---

• log_id: 116002
  tool_id: 627
  final_score: 3.54
  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: 4.566732152 (w=49.000) | Base Score: 4.567 | Final: 3.542
  final_score_2: 3.5415464512
  

---

• log_id: 104869
  tool_id: 627
  final_score: 2.52
  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: 4.566732152 (w=49.000) | Base Score: 4.567 | Final: 2.516
  final_score_2: 2.5163653171
  

---

• log_id: 93736
  tool_id: 627
  final_score: 4.57
  logged_at: 2025-08-11T16:16:08.254948
  change_reason: weights updated to defaults
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.566732152 (w=49.000)
  final_score_2: 4.566732152
  

---

• log_id: 65256
  tool_id: 627
  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: 4.566732152 (w=5.00)
  final_score_2: 0.4659930767
  

---

• log_id: 62401
  tool_id: 627
  final_score: 4.57
  logged_at: 2025-08-11T08:59:06.780515
  change_reason: full recompute
  triggered_by: Manual
  source_summary: Similar web Raiting: 4.566732152 (w=1.0000)
  final_score_2: 4.566732152
  

---

• log_id: 60132
  tool_id: 627
  final_score: 4.38
  logged_at: 2025-08-09T12:36:05.498659
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.183721000 (weight: 1.0000), Similar web Raiting: 4.566732152 (weight: 1.0000)
  final_score_2: 4.375226576
  

---

• log_id: 30150
  tool_id: 627
  final_score: 4.18
  logged_at: 2025-06-28T07:38:11.151992
  change_reason: New rating added
  triggered_by: System
  source_summary: Similar web Raiting: 4.183721000 (weight: 1.0000)
  final_score_2: 4.183721
  

---

last_update

• tool_id: 627
  last_update: 2025-08-31T13:03:36.670418
  

---