返回 Discover
Field DispatchProduct Hunt9 · 2026-05-28

Growati

The autopilot for YouTube post-production

Generate personalised YouTube titles, descriptions, and thumbnails in minutes and update them based on video performance — built for creators exhausted by post-production work.

日榜日期
2026-05-28
发布时间
2026/05/28
日榜排名
#9
票数
122
评论
10
评价
0
Human Signal

创始人 / Maker 评论

优先展示 Product Hunt 上对理解条目有帮助的人类文本。

Topics
ProductivityArtificial IntelligenceYouTube

Hey Product Hunt 👋 I’m Satyam, co-founder of Growati. The idea for Growati started two years ago when I began uploading videos on YouTube myself. I quickly realised something frustrating: Uploading the video was only half the work. The exhausting part started after uploading: ● titles ● thumbnails ● descriptions ● packaging ● trying to understand the algorithm At that time, AI tools weren’t good enough to automate much reliably, so I paused the project. Last year, I met my co-founder, Lokesh Kabra, and one of his clients needed a way to automate YouTube post-production for their channel. That brought the idea back. Since February, we’ve been rebuilding the product from scratch. Today, Growati helps creators generate personalized: ● titles ● descriptions ● thumbnails ● chapters in minutes. One thing we learned very quickly while talking to creators: A lot of educational creators and podcasters are amazing at creating content, but feel exhausted by packaging and confused by YouTube optimization. We currently have: ● 10+ beta users ● 500+ synced videos ● 50+ metadata updates processed Still very early, but we’re excited to finally share Growati publicly. Would genuinely love your feedback and questions 🙌

评论作者信息不可用Maker 身份4 votes查看原评论
痛点分析发布于 2026/05/28

痛点为 AI 基于上游原始证据的初步提炼;未包含额外中国市场检索。

痛点

YouTube创作者在上传视频后,需要为每个视频手动撰写标题、描述、缩略图等包装内容,并持续根据表现优化,这一过程重复且耗时。现有工具只能生成单个标题,无法根据视频表现自动更新,导致创作者在每次上传后都要重复相同的工作流,容易产生倦怠和决策疲劳。教育类创作者和播客主虽然内容质量高,但包装和算法优化让他们感到困惑和疲惫,影响了内容发布的效率和一致性。

Discussion

精选 Product Hunt 讨论

保留原始讨论语境,用来交叉验证上游条目的真实反馈。

Hi! This makes sense to me because most creator tools stop at “generate a title,” while the real headache is figuring out why one video gets buried and another suddenly takes off with almost the same content. I also like that you focused on educational creators and podcasters specifically, because those channels usually have strong content already, they just burn out on packaging every upload. Curious whether the AI learns from a creator’s past top-performing videos over time or treats every upload separately?

评论作者信息不可用筛选:高信号评论1 votes查看原评论

Building Growati taught us something interesting: Most creators already know how important titles and thumbnails are. The problem is consistency and time. After every upload, creators repeat the same workflow again and again. We tried to simplify that process with automation while keeping creator control in hand. Would love honest feedback from the PH community ❤️

评论作者信息不可用筛选:高信号评论1 votes查看原评论

Congrats on the launch, Satyam! Post-production is exactly where most creators burn out, so an autopilot for titles, descriptions, and thumbnails that adapts to how the video actually performs is a smart wedge. Just followed you on X (@JayTheSong) — would love to connect and follow the journey there 🚀

评论作者信息不可用筛选:高信号评论1 votes查看原评论

Too much purple guys. How can the user trust that their thumbnails will look good when your screenshots have too much AI purple? 😅

评论作者信息不可用筛选:高信号评论3 votes查看原评论
源数据· Raw Archive
source
Product Hunt
upstream_source
producthunt_api
upstream_item_id
1157172
daily_ranking_item_id
6e88f33d-69a5-4d6e-a3c2-c41c6313796b
rank_date
2026-05-28
rank
9
name
Growati
tagline
The autopilot for YouTube post-production
description
Generate personalised YouTube titles, descriptions, and thumbnails in minutes and update them based on video performance — built for creators exhausted by post-production work.
maker_comment
<p>Hey Product Hunt 👋<br><br>I’m Satyam, co-founder of Growati.<br><br>The idea for Growati started two years ago when I began uploading videos on YouTube myself.<br><br>I quickly realised something frustrating: <br>Uploading the video was only half the work.<br><br>The exhausting part started after uploading:<br>● titles<br>● thumbnails<br>● descriptions<br>● packaging<br>● trying to understand the algorithm<br><br>At that time, AI tools weren’t good enough to automate much reliably, so I paused the project.<br><br>Last year, I met my co-founder, Lokesh Kabra, and one of his clients needed a way to automate YouTube post-production for their channel.<br><br>That brought the idea back.<br><br>Since February, we’ve been rebuilding the product from scratch.<br><br>Today, Growati helps creators generate personalized:<br>● titles<br>● descriptions<br>● thumbnails<br>● chapters<br><br>in minutes.<br><br>One thing we learned very quickly while talking to creators:<br><br>A lot of educational creators and podcasters are amazing at creating content, but feel exhausted by packaging and confused by YouTube optimization.<br><br>We currently have:<br>● 10+ beta users<br>● 500+ synced videos<br>● 50+ metadata updates processed<br><br>Still very early, but we’re excited to finally share Growati publicly.<br><br>Would genuinely love your feedback and questions 🙌</p>
votes_count
122
comments_count
10
reviews_count
0
featured_at
2026-05-28T07:01:00.000Z
created_at_on_source
2026-05-28T07:01:00.000Z
makers
item-1item-2
topics
ProductivityArtificial IntelligenceYouTube
media / source-specific data
[
  {
    "url": "https://ph-files.imgix.net/ee701ac1-68fa-41d0-b00f-428e12b6a50e.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/de183bda-02fa-4ca2-81fb-00369ffc2848.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/71c79e78-e08f-48b3-abcd-f6a398017c73.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/dfcf693a-ec82-4351-a7df-5d75088dd8dc.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/5acbe63f-3cbf-4a75-a568-422ef2c2e317.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/c0333ae2-4bcb-4f24-8b63-bf009b8a4ae2.jpeg?auto=format",
    "type": "video",
    "videoUrl": "https://youtu.be/itid9W07r3Y"
  }
]
raw_payload
{
  "post_id": "1157172",
  "fetched_at": "2026-05-28T22:00:00.897Z",
  "has_post_detail": true,
  "snapshot_version": "producthunt_v1",
  "has_maker_comment": true,
  "maker_comment_source": "maker_match",
  "comments_fetch_status": "ok",
  "selected_comment_count": 5
}
source_raw_snapshot
{
  "id": "2bf11a39-fb9d-4f8f-ba2f-2adc0b130109",
  "daily_ranking_item_id": "6e88f33d-69a5-4d6e-a3c2-c41c6313796b",
  "source": "producthunt_api",
  "product_hunt_id": "1157172",
  "fetched_at": "2026-05-28T22:00:00.897Z",
  "post_raw": {
    "id": "1157172",
    "url": "https://www.producthunt.com/products/growati?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "name": "Growati",
    "media": [
      {
        "url": "https://ph-files.imgix.net/ee701ac1-68fa-41d0-b00f-428e12b6a50e.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/de183bda-02fa-4ca2-81fb-00369ffc2848.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/71c79e78-e08f-48b3-abcd-f6a398017c73.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/dfcf693a-ec82-4351-a7df-5d75088dd8dc.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/5acbe63f-3cbf-4a75-a568-422ef2c2e317.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/c0333ae2-4bcb-4f24-8b63-bf009b8a4ae2.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://youtu.be/itid9W07r3Y"
      }
    ],
    "tagline": "The autopilot for YouTube post-production",
    "thumbnail": {
      "url": "https://ph-files.imgix.net/f5f45fac-93e4-4f7f-bec2-8fcc7b4f96e4.png?auto=format"
    },
    "votesCount": 122,
    "description": "Generate personalised YouTube titles, descriptions, and thumbnails in minutes and update them based on video performance — built for creators exhausted by post-production work."
  },
  "post_detail_raw": {
    "id": "1157172",
    "slug": "growati-2",
    "user": {
      "id": "3600634",
      "url": "https://www.producthunt.com/@satyamskillz?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "name": "Satyam Sharma",
      "headline": "Building Roastnest",
      "username": "satyamskillz",
      "websiteUrl": "",
      "profileImage": "https://ph-avatars.imgix.net/3600634/original.png?auto=format&crop=faces&fit=crop&h=original&w=original",
      "twitterUsername": "satyamskillz"
    },
    "media": [
      {
        "url": "https://ph-files.imgix.net/ee701ac1-68fa-41d0-b00f-428e12b6a50e.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/de183bda-02fa-4ca2-81fb-00369ffc2848.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/71c79e78-e08f-48b3-abcd-f6a398017c73.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/dfcf693a-ec82-4351-a7df-5d75088dd8dc.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/5acbe63f-3cbf-4a75-a568-422ef2c2e317.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/c0333ae2-4bcb-4f24-8b63-bf009b8a4ae2.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://youtu.be/itid9W07r3Y"
      }
    ],
    "makers": [
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      }
    ],
    "topics": {
      "edges": [
        {
          "node": {
            "id": "46",
            "name": "Productivity",
            "slug": "productivity"
          }
        },
        {
          "node": {
            "id": "268",
            "name": "Artificial Intelligence",
            "slug": "artificial-intelligence"
          }
        },
        {
          "node": {
            "id": "279",
            "name": "YouTube",
            "slug": "youtube"
          }
        }
      ]
    },
    "website": "https://www.producthunt.com/r/JHUFCGCSSRTR7I?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "createdAt": "2026-05-28T07:01:00Z",
    "dailyRank": 10,
    "thumbnail": {
      "url": "https://ph-files.imgix.net/f5f45fac-93e4-4f7f-bec2-8fcc7b4f96e4.png?auto=format",
      "type": "image",
      "videoUrl": null
    },
    "featuredAt": "2026-05-28T07:01:00Z",
    "weeklyRank": 39,
    "yearlyRank": null,
    "monthlyRank": 450,
    "scheduledAt": "2026-05-28T07:01:00Z",
    "productLinks": [
      {
        "url": "https://www.producthunt.com/r/DDTSCG44PXWJRX?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
        "type": "Twitter"
      },
      {
        "url": "https://www.producthunt.com/r/JHUFCGCSSRTR7I?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
        "type": "Website"
      },
      {
        "url": "https://www.producthunt.com/r/4YZH2LMHUCPJEH?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
        "type": "Twitter"
      }
    ],
    "reviewsCount": 0,
    "commentsCount": 10,
    "reviewsRating": 0
  },
  "maker_comment_raw": {
    "id": "5405725",
    "url": "https://www.producthunt.com/products/growati?comment=5405725&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "body": "<p>Hey Product Hunt 👋<br><br>I’m Satyam, co-founder of Growati.<br><br>The idea for Growati started two years ago when I began uploading videos on YouTube myself.<br><br>I quickly realised something frustrating: <br>Uploading the video was only half the work.<br><br>The exhausting part started after uploading:<br>● titles<br>● thumbnails<br>● descriptions<br>● packaging<br>● trying to understand the algorithm<br><br>At that time, AI tools weren’t good enough to automate much reliably, so I paused the project.<br><br>Last year, I met my co-founder, Lokesh Kabra, and one of his clients needed a way to automate YouTube post-production for their channel.<br><br>That brought the idea back.<br><br>Since February, we’ve been rebuilding the product from scratch.<br><br>Today, Growati helps creators generate personalized:<br>● titles<br>● descriptions<br>● thumbnails<br>● chapters<br><br>in minutes.<br><br>One thing we learned very quickly while talking to creators:<br><br>A lot of educational creators and podcasters are amazing at creating content, but feel exhausted by packaging and confused by YouTube optimization.<br><br>We currently have:<br>● 10+ beta users<br>● 500+ synced videos<br>● 50+ metadata updates processed<br><br>Still very early, but we’re excited to finally share Growati publicly.<br><br>Would genuinely love your feedback and questions 🙌</p>",
    "user": {
      "id": "3600634",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profile_url": "[REDACTED]",
      "website_url": null,
      "profile_image": null,
      "twitter_username": null
    },
    "user_id": "3600634",
    "is_maker": true,
    "parent_id": null,
    "created_at": "2026-05-27T13:18:58Z",
    "replies_raw": [],
    "votes_count": 4
  },
  "selected_comments_raw": [
    {
      "id": "5405725",
      "url": "https://www.producthunt.com/products/growati?comment=5405725&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Hey Product Hunt 👋<br><br>I’m Satyam, co-founder of Growati.<br><br>The idea for Growati started two years ago when I began uploading videos on YouTube myself.<br><br>I quickly realised something frustrating: <br>Uploading the video was only half the work.<br><br>The exhausting part started after uploading:<br>● titles<br>● thumbnails<br>● descriptions<br>● packaging<br>● trying to understand the algorithm<br><br>At that time, AI tools weren’t good enough to automate much reliably, so I paused the project.<br><br>Last year, I met my co-founder, Lokesh Kabra, and one of his clients needed a way to automate YouTube post-production for their channel.<br><br>That brought the idea back.<br><br>Since February, we’ve been rebuilding the product from scratch.<br><br>Today, Growati helps creators generate personalized:<br>● titles<br>● descriptions<br>● thumbnails<br>● chapters<br><br>in minutes.<br><br>One thing we learned very quickly while talking to creators:<br><br>A lot of educational creators and podcasters are amazing at creating content, but feel exhausted by packaging and confused by YouTube optimization.<br><br>We currently have:<br>● 10+ beta users<br>● 500+ synced videos<br>● 50+ metadata updates processed<br><br>Still very early, but we’re excited to finally share Growati publicly.<br><br>Would genuinely love your feedback and questions 🙌</p>",
      "user": {
        "id": "3600634",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "3600634",
      "is_maker": true,
      "parent_id": null,
      "created_at": "2026-05-27T13:18:58Z",
      "replies_raw": [],
      "votes_count": 4,
      "selection_score": 400,
      "selection_reason": "maker_comment"
    },
    {
      "id": "5407822",
      "url": "https://www.producthunt.com/products/growati?comment=5407822&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Hi! This makes sense to me because most creator tools stop at “generate a title,” while the real headache is figuring out why one video gets buried and another suddenly takes off with almost the same content. I also like that you focused on educational creators and podcasters specifically, because those channels usually have strong content already, they just burn out on packaging every upload. Curious whether the AI learns from a creator’s past top-performing videos over time or treats every upload separately?</p>",
      "user": {
        "id": "4253345",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "4253345",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T10:32:29Z",
      "replies_raw": [],
      "votes_count": 1,
      "selection_score": 400,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5407334",
      "url": "https://www.producthunt.com/products/growati?comment=5407334&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Building Growati taught us something interesting:</p><p></p><p>Most creators already know how important titles and thumbnails are.<br></p><p>The problem is consistency and time.</p><p></p><p>After every upload, creators repeat the same workflow again and again.</p><p></p><p>We tried to simplify that process with automation while keeping creator control in hand.</p><p></p><p>Would love honest feedback from the PH community ❤️</p>",
      "user": {
        "id": "4575747",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "4575747",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T07:47:47Z",
      "replies_raw": [],
      "votes_count": 1,
      "selection_score": 400,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5407251",
      "url": "https://www.producthunt.com/products/growati?comment=5407251&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Congrats on the launch, Satyam! Post-production is exactly where most creators burn out, so an autopilot for titles, descriptions, and thumbnails that adapts to how the video actually performs is a smart wedge. Just followed you on X (@JayTheSong) — would love to connect and follow the journey there 🚀</p>",
      "user": {
        "id": "233068",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "233068",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T07:21:19Z",
      "replies_raw": [],
      "votes_count": 1,
      "selection_score": 310,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5407388",
      "url": "https://www.producthunt.com/products/growati?comment=5407388&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "Too much purple guys. How can the user trust that their thumbnails will look good when your screenshots have too much AI purple? 😅",
      "user": {
        "id": "9491192",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "9491192",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T08:04:25Z",
      "replies_raw": [],
      "votes_count": 3,
      "selection_score": 131,
      "selection_reason": "body_signal_score"
    }
  ],
  "topics_raw": [
    {
      "id": "46",
      "name": "Productivity",
      "slug": "productivity"
    },
    {
      "id": "268",
      "name": "Artificial Intelligence",
      "slug": "artificial-intelligence"
    },
    {
      "id": "279",
      "name": "YouTube",
      "slug": "youtube"
    }
  ],
  "makers_raw": [
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    }
  ],
  "launch_metadata_raw": {
    "slug": "growati-2",
    "daily_rank": 10,
    "featured_at": "2026-05-28T07:01:00Z",
    "website_url": "https://www.producthunt.com/r/JHUFCGCSSRTR7I?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "weekly_rank": 39,
    "yearly_rank": null,
    "monthly_rank": 450,
    "scheduled_at": "2026-05-28T07:01:00Z",
    "reviews_rating": 0,
    "created_at_on_product_hunt": "2026-05-28T07:01:00Z"
  },
  "stats_raw": {
    "votes_count": 122,
    "reviews_count": 0,
    "comments_count": 10,
    "reviews_rating": 0
  },
  "aux_raw": {
    "media_extended": [
      {
        "url": "https://ph-files.imgix.net/ee701ac1-68fa-41d0-b00f-428e12b6a50e.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/de183bda-02fa-4ca2-81fb-00369ffc2848.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/71c79e78-e08f-48b3-abcd-f6a398017c73.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/dfcf693a-ec82-4351-a7df-5d75088dd8dc.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/5acbe63f-3cbf-4a75-a568-422ef2c2e317.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/c0333ae2-4bcb-4f24-8b63-bf009b8a4ae2.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://youtu.be/itid9W07r3Y"
      }
    ],
    "submitter_user": {
      "id": "3600634",
      "url": "https://www.producthunt.com/@satyamskillz?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "name": "Satyam Sharma",
      "headline": "Building Roastnest",
      "username": "satyamskillz",
      "profileUrl": "https://www.producthunt.com/@satyamskillz?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "websiteUrl": "",
      "profileImage": "https://ph-avatars.imgix.net/3600634/original.png?auto=format&crop=faces&fit=crop&h=original&w=original",
      "twitterUsername": "satyamskillz"
    },
    "presentation_only": {
      "thumbnail_url": "https://ph-files.imgix.net/f5f45fac-93e4-4f7f-bec2-8fcc7b4f96e4.png?auto=format",
      "product_hunt_url": "https://www.producthunt.com/products/growati?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "product_hunt_slug": "growati-2"
    },
    "unused_upstream_fields": {
      "post_aux": {},
      "comments_aux": {},
      "post_detail_aux": {
        "media_raw": [
          {
            "url": "https://ph-files.imgix.net/ee701ac1-68fa-41d0-b00f-428e12b6a50e.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/de183bda-02fa-4ca2-81fb-00369ffc2848.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/71c79e78-e08f-48b3-abcd-f6a398017c73.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/dfcf693a-ec82-4351-a7df-5d75088dd8dc.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/5acbe63f-3cbf-4a75-a568-422ef2c2e317.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/c0333ae2-4bcb-4f24-8b63-bf009b8a4ae2.jpeg?auto=format",
            "type": "video",
            "videoUrl": "https://youtu.be/itid9W07r3Y"
          }
        ],
        "thumbnail_raw": {
          "url": "https://ph-files.imgix.net/f5f45fac-93e4-4f7f-bec2-8fcc7b4f96e4.png?auto=format",
          "type": "image",
          "videoUrl": null
        },
        "presentation_only": {
          "product_hunt_slug": "growati-2"
        },
        "product_links_raw": [
          {
            "url": "https://www.producthunt.com/r/DDTSCG44PXWJRX?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
            "type": "Twitter"
          },
          {
            "url": "https://www.producthunt.com/r/JHUFCGCSSRTR7I?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
            "type": "Website"
          },
          {
            "url": "https://www.producthunt.com/r/4YZH2LMHUCPJEH?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
            "type": "Twitter"
          }
        ],
        "submitter_user_raw": {
          "id": "3600634",
          "url": "https://www.producthunt.com/@satyamskillz?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
          "name": "Satyam Sharma",
          "headline": "Building Roastnest",
          "username": "satyamskillz",
          "websiteUrl": "",
          "profileImage": "https://ph-avatars.imgix.net/3600634/original.png?auto=format&crop=faces&fit=crop&h=original&w=original",
          "twitterUsername": "satyamskillz"
        },
        "unused_upstream_fields": {}
      }
    }
  },
  "selection_meta": {
    "scoring_basis": "maker first, then non-maker body signal score with original order tie-break",
    "first_comment_id": "5405725",
    "comments_strategy": "maker_plus_top_discussion",
    "detail_fetch_status": "ok",
    "top_candidate_count": 8,
    "maker_comment_source": "maker_match",
    "comments_fetch_status": "ok",
    "dropped_comment_count": 3,
    "comments_fetched_limit": 25,
    "newest_candidate_count": 8,
    "selected_comment_count": 5,
    "candidate_comment_count": 8,
    "selected_comment_reasons": [
      {
        "id": "5405725",
        "score": 400,
        "reason": "maker_comment"
      },
      {
        "id": "5407822",
        "score": 400,
        "reason": "body_signal_score"
      },
      {
        "id": "5407334",
        "score": 400,
        "reason": "body_signal_score"
      },
      {
        "id": "5407251",
        "score": 310,
        "reason": "body_signal_score"
      },
      {
        "id": "5407388",
        "score": 131,
        "reason": "body_signal_score"
      }
    ]
  },
  "created_at": "2026-05-28T22:00:04.014Z",
  "updated_at": "2026-05-28T22:00:04.014Z"
}