I’m a senior ML/Dev with top accounts on freelance platforms. I cannot land a gig because automated platforms have flooded clients’ attention, despite being able to for years. Clients complain as well that they cannot find a workforce because of the AI slop shield. Imagine, you post a job on Upwork and bots get you on LinkedIn in a few minutes. What do you guys do? How do you search for gigs now?
痛点：AI 机器人批量投递把自由职业平台的客户注意力淹没，导致资深自由职业者和真正想招人的客户双向匹配失败（自由职业者拿不到单，客户找不到真人）。
目标用户：资深独立开发者/ML 工程师（有平台高分账号但接不到单），以及被 AI 简历淹没、急需可靠人力的中小客户/创业公司。
证据：I cannot land a gig because automated platforms have flooded clients' attention, despite being able to for years. Clients complain as well that they cannot find a workforce because of the AI slop shield. Imagine, you post a job on Upwork and bots get you on LinkedIn in a few minutes.
变现：1) 邀请制高端接单社区，向自由职业者收月费（如 $20-50/月）或向客户收匹配成功佣金（10-15%）；2) 窄领域（ML/基础设施）人工筛选的付费职位推送/人才库，客户按月订阅；3) 反向收费：客户为「已验证真人候选人短名单」付费。
MVP：2 周内做一个单一窄领域（如 ML/数据工程）的邀请制人才库 + 客户需求表单：自由职业者用 GitHub/客户推荐信人工验证入库，客户提交需求后由你人工撮合并在 48 小时内给出 3 份已验证候选人短名单，先跑通 5-10 单验证付费再自动化。
竞品：Upwork、Toptal、Contra、Braintrust、Gun.io、Lemon.io
摘要：一位在自由职业平台拥有顶级账号的资深 ML/开发者发帖称，自己多年能接单，如今却因自动化机器人几分钟内就刷满客户注意力而接不到活；客户也同样抱怨被「AI 垃圾信息护盾」挡住找不到真人。帖子仅有 5 分 5 评论，未出现任何付费原话或收入数据，但暴露了双边匹配效率崩塌这一真实痛点，机会在于做窄领域、人工验证的邀请制撮合服务。