返回 Discover
Field DispatchProduct Hunt4 · 2026-05-29

Agent A by Ahrefs

The AI Marketing Agent Powered by Ahrefs Data

Meet Agent A — the AI agent built on Ahrefs' industry-leading dataset of 170T+ indexed pages. Analyzes, builds, and acts on marketing insights so you can focus on strategy.

日榜日期
2026-05-29
发布时间
2026/05/29
日榜排名
#4
票数
201
评论
6
评价
39
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
MarketingSEO

Hey Hunters 👋 I am excited to hunt Ahrefs Agent A today. This feels less like a simple AI SEO tool and more like having a marketing teammate that actually understands search data. Agent A can handle keyword research, competitor analysis, technical SEO audits, content planning, backlink insights, and even AI visibility tracking — all powered by Ahrefs’ huge search database. What I really liked is that it focuses on execution, not just generating content. The integrations with tools like WordPress, Notion, Slack, and HubSpot also make the workflow much smoother. Big congrats to the Ahrefs team on the launch 🚀

评论作者信息不可用Maker 身份2 votes查看原评论
痛点分析发布于 2026/05/29

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

用户在使用 Ahrefs 等 SEO 工具时,面临的核心痛点是从海量数据到可执行动作的转化鸿沟。现有工具擅长生成报告和仪表盘,但用户需要手动解读数据、判断优先级并制定下一步行动,这个过程耗时且依赖经验。一位用户提到“Ahrefs 很难学且昂贵,将洞察转化为实际工作很难,除非团队里有经验的人”,说明数据解读和行动规划的门槛导致团队协作成本高、决策延迟。另一用户指出“大多数 SEO 工具停在‘你应该做什么’,而无法执行”,表明用户需要的不只是信息,而是能直接推动执行的智能体,否则会陷入分析瘫痪,重复劳动,无法快速响应市场变化。

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。

The useful leap here is not just “AI can execute SEO tasks,” it is whether it can explain priority and uncertainty well enough that a marketer trusts the next action. For content planning especially, I’d want Agent A to separate a few things that often get blended together: keyword opportunity, SERP constraint, customer language, competitor gap, and the brand’s actual point of view. Those are different inputs. If the agent can show which one is driving a recommendation — and when it decides not to create content — that would be a big step up from dashboards or generic AI briefs.

评论作者信息不可用筛选:高信号评论1 votes查看原评论

As a former ish SEO (well, still an SEO inside, my scope has just expanded beyond organic, too), super excited for this launch. Ahrefs has been my go-to tool for years now but it's a hard one to learn + a pricy one. If Agent A can do what it promises, it would help bridge that gap of "hey, this tool is really really useful.... but it's also super hard to learn and turning the insights into actual helpful work is hard unless you have someone on your team with Ahrefs experience"

评论作者信息不可用筛选:高信号评论0 votes查看原评论

We've spent a surprising amount of time manually watching HN whenever we launch something. What signal ended up being most predictive for you — velocity of upvotes, comment activity, front-page movement, or something else entirely?

评论作者信息不可用筛选:高信号评论0 votes查看原评论

ahrefs data is already the best in the game so an agent that can actually act on those insights instead of just showing dashboards is a big step. the gap between 'here's what you should do' and 'done' is where most seo tools stop

评论作者信息不可用筛选:高信号评论0 votes查看原评论
源数据· Raw Archive
source
Product Hunt
upstream_source
producthunt_api
upstream_item_id
1158026
daily_ranking_item_id
9139a953-3540-45e2-9e91-c14d3cc168e3
rank_date
2026-05-29
rank
4
name
Agent A by Ahrefs
tagline
The AI Marketing Agent Powered by Ahrefs Data
description
Meet Agent A — the AI agent built on Ahrefs' industry-leading dataset of 170T+ indexed pages. Analyzes, builds, and acts on marketing insights so you can focus on strategy.
maker_comment
<p>Hey Hunters 👋</p><p></p><p>I am excited to hunt Ahrefs Agent A today.</p><p></p><p>This feels less like a simple AI SEO tool and more like having a marketing teammate that actually understands search data.</p><p>Agent A can handle keyword research, competitor analysis, technical SEO audits, content planning, backlink insights, and even AI visibility tracking — all powered by Ahrefs’ huge search database.</p><p>What I really liked is that it focuses on execution, not just generating content. The integrations with tools like WordPress, Notion, Slack, and HubSpot also make the workflow much smoother.</p><p></p><p>Big congrats to the Ahrefs team on the launch 🚀</p>
votes_count
201
comments_count
6
reviews_count
39
featured_at
2026-05-29T07:01:00.000Z
created_at_on_source
2026-05-29T07:01:00.000Z
makers
item-1item-2
topics
MarketingSEO
media / source-specific data
[
  {
    "url": "https://ph-files.imgix.net/71a245d8-4d7b-42f0-a448-8d6e87724bf7.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/49f674c8-3925-422b-82af-4f11607fcdc6.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/581d993d-6551-4d83-bb43-50a0ffaba4ae.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/7403d90f-1c75-4729-8199-848a03e35ce9.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/0523ac08-5cac-4ce1-af52-b147ba11259f.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/29f574a9-1586-4172-9929-8ea1fb8499d8.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/26ff7610-2fdc-4c17-bd36-ec5496723cd1.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/a285aebe-3c4c-43b9-a940-c42f6ca22b3b.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/5a67d00e-0fd0-4d31-911b-2bc92d15020e.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/0b80c370-fd0c-4693-bc2f-4df2c696e219.jpeg?auto=format",
    "type": "video",
    "videoUrl": "https://www.youtube.com/watch?v=0jyugiVHE_4"
  }
]
raw_payload
{
  "post_id": "1158026",
  "fetched_at": "2026-05-29T22:00:00.970Z",
  "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": "76673617-1f7f-4530-8abe-e34662a342e2",
  "daily_ranking_item_id": "9139a953-3540-45e2-9e91-c14d3cc168e3",
  "source": "producthunt_api",
  "product_hunt_id": "1158026",
  "fetched_at": "2026-05-29T22:00:00.970Z",
  "post_raw": {
    "id": "1158026",
    "url": "https://www.producthunt.com/products/ahrefs?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "name": "Agent A by Ahrefs",
    "media": [
      {
        "url": "https://ph-files.imgix.net/71a245d8-4d7b-42f0-a448-8d6e87724bf7.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/49f674c8-3925-422b-82af-4f11607fcdc6.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/581d993d-6551-4d83-bb43-50a0ffaba4ae.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/7403d90f-1c75-4729-8199-848a03e35ce9.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/0523ac08-5cac-4ce1-af52-b147ba11259f.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/29f574a9-1586-4172-9929-8ea1fb8499d8.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/26ff7610-2fdc-4c17-bd36-ec5496723cd1.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/a285aebe-3c4c-43b9-a940-c42f6ca22b3b.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/5a67d00e-0fd0-4d31-911b-2bc92d15020e.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/0b80c370-fd0c-4693-bc2f-4df2c696e219.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://www.youtube.com/watch?v=0jyugiVHE_4"
      }
    ],
    "tagline": "The AI Marketing Agent Powered by Ahrefs Data",
    "thumbnail": {
      "url": "https://ph-files.imgix.net/9d648863-81fc-4764-a684-0bf1c3dca786.png?auto=format"
    },
    "votesCount": 201,
    "description": "Meet Agent A — the AI agent built on Ahrefs' industry-leading dataset of 170T+ indexed pages. Analyzes, builds, and acts on marketing insights so you can focus on strategy."
  },
  "post_detail_raw": {
    "id": "1158026",
    "slug": "agent-a-by-ahrefs",
    "user": {
      "id": "2530835",
      "url": "https://www.producthunt.com/@saaswarrior?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "name": "Ankit Sharma",
      "headline": "Tech and Ai Explorer",
      "username": "saaswarrior",
      "websiteUrl": "https://www.facebook.com/groups/SaasWarrior/",
      "profileImage": "https://ph-avatars.imgix.net/2530835/original.jpeg?auto=format&crop=faces&fit=crop&h=original&w=original",
      "twitterUsername": "iamsaaswarrior"
    },
    "media": [
      {
        "url": "https://ph-files.imgix.net/71a245d8-4d7b-42f0-a448-8d6e87724bf7.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/49f674c8-3925-422b-82af-4f11607fcdc6.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/581d993d-6551-4d83-bb43-50a0ffaba4ae.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/7403d90f-1c75-4729-8199-848a03e35ce9.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/0523ac08-5cac-4ce1-af52-b147ba11259f.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/29f574a9-1586-4172-9929-8ea1fb8499d8.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/26ff7610-2fdc-4c17-bd36-ec5496723cd1.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/a285aebe-3c4c-43b9-a940-c42f6ca22b3b.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/5a67d00e-0fd0-4d31-911b-2bc92d15020e.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/0b80c370-fd0c-4693-bc2f-4df2c696e219.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://www.youtube.com/watch?v=0jyugiVHE_4"
      }
    ],
    "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": "164",
            "name": "Marketing",
            "slug": "marketing"
          }
        },
        {
          "node": {
            "id": "231",
            "name": "SEO",
            "slug": "seo"
          }
        }
      ]
    },
    "website": "https://www.producthunt.com/r/OMSNAOYVI76G2G?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "createdAt": "2026-05-29T07:01:00Z",
    "dailyRank": 4,
    "thumbnail": {
      "url": "https://ph-files.imgix.net/9d648863-81fc-4764-a684-0bf1c3dca786.png?auto=format",
      "type": "image",
      "videoUrl": null
    },
    "featuredAt": "2026-05-29T07:01:00Z",
    "weeklyRank": 24,
    "yearlyRank": null,
    "monthlyRank": 368,
    "scheduledAt": "2026-05-29T07:01:00Z",
    "productLinks": [
      {
        "url": "https://www.producthunt.com/r/453TS44U74EZ5Z?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/OMSNAOYVI76G2G?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/KUXL772SPLMDSR?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
        "type": "Twitter"
      }
    ],
    "reviewsCount": 39,
    "commentsCount": 6,
    "reviewsRating": 4.56
  },
  "maker_comment_raw": {
    "id": "5408534",
    "url": "https://www.producthunt.com/products/ahrefs?comment=5408534&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "body": "<p>Hey Hunters 👋</p><p></p><p>I am excited to hunt Ahrefs Agent A today.</p><p></p><p>This feels less like a simple AI SEO tool and more like having a marketing teammate that actually understands search data.</p><p>Agent A can handle keyword research, competitor analysis, technical SEO audits, content planning, backlink insights, and even AI visibility tracking — all powered by Ahrefs’ huge search database.</p><p>What I really liked is that it focuses on execution, not just generating content. The integrations with tools like WordPress, Notion, Slack, and HubSpot also make the workflow much smoother.</p><p></p><p>Big congrats to the Ahrefs team on the launch 🚀</p>",
    "user": {
      "id": "2530835",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profile_url": "[REDACTED]",
      "website_url": null,
      "profile_image": null,
      "twitter_username": null
    },
    "user_id": "2530835",
    "is_maker": true,
    "parent_id": null,
    "created_at": "2026-05-28T15:15:01Z",
    "replies_raw": [],
    "votes_count": 2
  },
  "selected_comments_raw": [
    {
      "id": "5408534",
      "url": "https://www.producthunt.com/products/ahrefs?comment=5408534&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Hey Hunters 👋</p><p></p><p>I am excited to hunt Ahrefs Agent A today.</p><p></p><p>This feels less like a simple AI SEO tool and more like having a marketing teammate that actually understands search data.</p><p>Agent A can handle keyword research, competitor analysis, technical SEO audits, content planning, backlink insights, and even AI visibility tracking — all powered by Ahrefs’ huge search database.</p><p>What I really liked is that it focuses on execution, not just generating content. The integrations with tools like WordPress, Notion, Slack, and HubSpot also make the workflow much smoother.</p><p></p><p>Big congrats to the Ahrefs team on the launch 🚀</p>",
      "user": {
        "id": "2530835",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "2530835",
      "is_maker": true,
      "parent_id": null,
      "created_at": "2026-05-28T15:15:01Z",
      "replies_raw": [],
      "votes_count": 2,
      "selection_score": 400,
      "selection_reason": "maker_comment"
    },
    {
      "id": "5410685",
      "url": "https://www.producthunt.com/products/ahrefs?comment=5410685&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>The useful leap here is not just “AI can execute SEO tasks,” it is whether it can explain priority and uncertainty well enough that a marketer trusts the next action.</p><p></p><p>For content planning especially, I’d want Agent A to separate a few things that often get blended together: keyword opportunity, SERP constraint, customer language, competitor gap, and the brand’s actual point of view. Those are different inputs. If the agent can show which one is driving a recommendation — and when it decides not to create content — that would be a big step up from dashboards or generic AI briefs.</p>",
      "user": {
        "id": "9635808",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "9635808",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-29T14:04:11Z",
      "replies_raw": [],
      "votes_count": 1,
      "selection_score": 400,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5410040",
      "url": "https://www.producthunt.com/products/ahrefs?comment=5410040&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>As a former<em>ish</em> SEO (well, still an SEO inside, my scope has just expanded beyond organic, too), super excited for this launch. Ahrefs has been my go-to tool for years now but it's a hard one to learn + a pricy one. If Agent A can do what it promises, it would help bridge that gap of \"hey, this tool is really really useful.... but it's also super hard to learn and turning the insights into actual helpful work is hard unless you have someone on your team with Ahrefs experience\" </p>",
      "user": {
        "id": "9713349",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "9713349",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-29T08:15:00Z",
      "replies_raw": [],
      "votes_count": 0,
      "selection_score": 400,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5410962",
      "url": "https://www.producthunt.com/products/ahrefs?comment=5410962&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>We've spent a surprising amount of time manually watching HN whenever we launch something.</p><p>What signal ended up being most predictive for you — velocity of upvotes, comment activity, front-page movement, or something else entirely?</p>",
      "user": {
        "id": "8899673",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "8899673",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-29T16:36:13Z",
      "replies_raw": [],
      "votes_count": 0,
      "selection_score": 244,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5410437",
      "url": "https://www.producthunt.com/products/ahrefs?comment=5410437&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>ahrefs data is already the best in the game so an agent that can actually act on those insights instead of just showing dashboards is a big step. the gap between 'here's what you should do' and 'done' is where most seo tools stop</p>",
      "user": {
        "id": "8856880",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "8856880",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-29T11:42:48Z",
      "replies_raw": [],
      "votes_count": 0,
      "selection_score": 236,
      "selection_reason": "body_signal_score"
    }
  ],
  "topics_raw": [
    {
      "id": "164",
      "name": "Marketing",
      "slug": "marketing"
    },
    {
      "id": "231",
      "name": "SEO",
      "slug": "seo"
    }
  ],
  "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": "agent-a-by-ahrefs",
    "daily_rank": 4,
    "featured_at": "2026-05-29T07:01:00Z",
    "website_url": "https://www.producthunt.com/r/OMSNAOYVI76G2G?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "weekly_rank": 24,
    "yearly_rank": null,
    "monthly_rank": 368,
    "scheduled_at": "2026-05-29T07:01:00Z",
    "reviews_rating": 4.56,
    "created_at_on_product_hunt": "2026-05-29T07:01:00Z"
  },
  "stats_raw": {
    "votes_count": 201,
    "reviews_count": 39,
    "comments_count": 6,
    "reviews_rating": 4.56
  },
  "aux_raw": {
    "media_extended": [
      {
        "url": "https://ph-files.imgix.net/71a245d8-4d7b-42f0-a448-8d6e87724bf7.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/49f674c8-3925-422b-82af-4f11607fcdc6.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/581d993d-6551-4d83-bb43-50a0ffaba4ae.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/7403d90f-1c75-4729-8199-848a03e35ce9.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/0523ac08-5cac-4ce1-af52-b147ba11259f.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/29f574a9-1586-4172-9929-8ea1fb8499d8.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/26ff7610-2fdc-4c17-bd36-ec5496723cd1.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/a285aebe-3c4c-43b9-a940-c42f6ca22b3b.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/5a67d00e-0fd0-4d31-911b-2bc92d15020e.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/0b80c370-fd0c-4693-bc2f-4df2c696e219.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://www.youtube.com/watch?v=0jyugiVHE_4"
      }
    ],
    "submitter_user": {
      "id": "2530835",
      "url": "https://www.producthunt.com/@saaswarrior?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "name": "Ankit Sharma",
      "headline": "Tech and Ai Explorer",
      "username": "saaswarrior",
      "profileUrl": "https://www.producthunt.com/@saaswarrior?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "websiteUrl": "https://www.facebook.com/groups/SaasWarrior/",
      "profileImage": "https://ph-avatars.imgix.net/2530835/original.jpeg?auto=format&crop=faces&fit=crop&h=original&w=original",
      "twitterUsername": "iamsaaswarrior"
    },
    "presentation_only": {
      "thumbnail_url": "https://ph-files.imgix.net/9d648863-81fc-4764-a684-0bf1c3dca786.png?auto=format",
      "product_hunt_url": "https://www.producthunt.com/products/ahrefs?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "product_hunt_slug": "agent-a-by-ahrefs"
    },
    "unused_upstream_fields": {
      "post_aux": {},
      "comments_aux": {},
      "post_detail_aux": {
        "media_raw": [
          {
            "url": "https://ph-files.imgix.net/71a245d8-4d7b-42f0-a448-8d6e87724bf7.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/49f674c8-3925-422b-82af-4f11607fcdc6.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/581d993d-6551-4d83-bb43-50a0ffaba4ae.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/7403d90f-1c75-4729-8199-848a03e35ce9.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/0523ac08-5cac-4ce1-af52-b147ba11259f.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/29f574a9-1586-4172-9929-8ea1fb8499d8.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/26ff7610-2fdc-4c17-bd36-ec5496723cd1.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/a285aebe-3c4c-43b9-a940-c42f6ca22b3b.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/5a67d00e-0fd0-4d31-911b-2bc92d15020e.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/0b80c370-fd0c-4693-bc2f-4df2c696e219.jpeg?auto=format",
            "type": "video",
            "videoUrl": "https://www.youtube.com/watch?v=0jyugiVHE_4"
          }
        ],
        "thumbnail_raw": {
          "url": "https://ph-files.imgix.net/9d648863-81fc-4764-a684-0bf1c3dca786.png?auto=format",
          "type": "image",
          "videoUrl": null
        },
        "presentation_only": {
          "product_hunt_slug": "agent-a-by-ahrefs"
        },
        "product_links_raw": [
          {
            "url": "https://www.producthunt.com/r/453TS44U74EZ5Z?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/OMSNAOYVI76G2G?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/KUXL772SPLMDSR?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
            "type": "Twitter"
          }
        ],
        "submitter_user_raw": {
          "id": "2530835",
          "url": "https://www.producthunt.com/@saaswarrior?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
          "name": "Ankit Sharma",
          "headline": "Tech and Ai Explorer",
          "username": "saaswarrior",
          "websiteUrl": "https://www.facebook.com/groups/SaasWarrior/",
          "profileImage": "https://ph-avatars.imgix.net/2530835/original.jpeg?auto=format&crop=faces&fit=crop&h=original&w=original",
          "twitterUsername": "iamsaaswarrior"
        },
        "unused_upstream_fields": {}
      }
    }
  },
  "selection_meta": {
    "scoring_basis": "maker first, then non-maker body signal score with original order tie-break",
    "first_comment_id": "5408534",
    "comments_strategy": "maker_plus_top_discussion",
    "detail_fetch_status": "ok",
    "top_candidate_count": 6,
    "maker_comment_source": "maker_match",
    "comments_fetch_status": "ok",
    "dropped_comment_count": 1,
    "comments_fetched_limit": 25,
    "newest_candidate_count": 6,
    "selected_comment_count": 5,
    "candidate_comment_count": 6,
    "selected_comment_reasons": [
      {
        "id": "5408534",
        "score": 400,
        "reason": "maker_comment"
      },
      {
        "id": "5410685",
        "score": 400,
        "reason": "body_signal_score"
      },
      {
        "id": "5410040",
        "score": 400,
        "reason": "body_signal_score"
      },
      {
        "id": "5410962",
        "score": 244,
        "reason": "body_signal_score"
      },
      {
        "id": "5410437",
        "score": 236,
        "reason": "body_signal_score"
      }
    ]
  },
  "created_at": "2026-05-29T22:00:05.773Z",
  "updated_at": "2026-05-29T22:00:05.773Z"
}