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Verified Job Posting Transparency API
Build a data product that scores whether job postings appear genuine, active, and likely to be filled based on posting history, closure signals, duplicate detection, and crowd-confirmed outcomes. Sell it to job seekers as a browser extension and to recruiting platforms or job boards as an API that improves trust and application quality.
为什么这很重要
You spend hours tailoring applications, only to realize some roles may never have been serious openings in the first place. A listing looks active, but it may have been reposted over and over, quietly redirected to internal candidates, or simply left hanging while nobody communicates. Existing review sites tell you how people felt about an employer, not whether this exact role tends to close, stall, or vanish. What you want before investing time is a trust layer that tells you whether a posting behaves like a real hire, so you can stop wasting effort on dead-end applications.
- · 专为 Active job seekers, career platforms, and job boards that want to reduce fake or stale listings and help users prioritize real opportunities. 打造。
- · 最可能的变现方式：Freemium plus SaaS subscription and API licensing。
痛点叙事
You spend hours tailoring applications, only to realize some roles may never have been serious openings in the first place. A listing looks active, but it may have been reposted over and over, quietly redirected to internal candidates, or simply left hanging while nobody communicates. Existing review sites tell you how people felt about an employer, not whether this exact role tends to close, stall, or vanish. What you want before investing time is a trust layer that tells you whether a posting behaves like a real hire, so you can stop wasting effort on dead-end applications.
得分构成
市场信号
Go-to-Market 启动方案
White-collar job seekers applying to 20 or more roles per month, especially in software, operations, and business functions.
A few hundred thousand highly active global users in the initial niche, with millions adjacent.
SEO long-tail
$15/month
500 extension installs and 30 paid upgrades within 30 days from search traffic around fake or stale job listings
MVP 方案 · 1-2 周
- Define a schema for job posting fingerprints, repost detection, and outcome events
- Build a scraper or ingestion pipeline for 2 major public job sources
- Create a basic company and role history database in PostgreSQL
- Implement a first-pass scoring model using repost age, duplicates, and closure signals
- Launch a landing page collecting emails from job seekers interested in trust scores
- Ship a Chrome extension that displays a simple trust score on supported listings
- Add user-submitted status reporting for interview, rejection, ghosting, and hire outcomes
- Build an internal moderation dashboard for suspicious submissions
- Create company pages showing posting recurrence and response patterns
- Test a paid plan with saved alerts and expanded historical data access
差异化
为什么这件事可能失败
自我反驳——最重要的信任度信号
- 1The strongest risk is data ambiguity: without employer-confirmed outcomes, trust scores may feel speculative and expose the product to credibility attacks.
- 2Candidates may use the product heavily during a search but resist ongoing subscription payments, forcing dependence on ads or partner licensing.
- 3Major job platforms could limit scraping or replicate the most visible scoring features once demand is proven.
证据综述
AI 如何合成此洞察——无原话引用
Discussion clustered around distrust of job ads, repeated concern that some listings are not genuine, and demand for public records showing whether roles are truly filled. Multiple commenters wanted a harder-to-manipulate alternative to employer review sites. Others linked ghosting to the same opacity problem: applicants cannot tell whether silence reflects a slow process, a broken workflow, or a role with no serious intent to hire.
行动计划
在写代码之前，先验证这个商机
推荐下一步
直接做
需求信号强烈。痛点真实、付费意愿明确——启动 MVP 开发。
落地页文案包
基于真实 Reddit 评论整理的即用文案，可直接粘贴到落地页
主标题
Verified Job Posting Transparency API
副标题
Build a data product that scores whether job postings appear genuine, active, and likely to be filled based on posting history, closure signals, duplicate detection, and crowd-confirmed outcomes. Sell it to job seekers as a browser extension and to recruiting platforms or job boards as an API that improves trust and application quality.
目标用户
适合：Active job seekers, career platforms, and job boards that want to reduce fake or stale listings and help users prioritize real opportunities.
功能列表
✓ Job authenticity score based on repost frequency and closure patterns ✓ Browser extension overlay on major job boards ✓ Crowdsourced outcome reporting with moderation rules ✓ Company-level ghost rate and response-time benchmarks ✓ API for partners to surface trust signals in listings
去哪里验证
把落地页链接发布到 r/HN · front_page——这里就是这些痛点被发现的地方。
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