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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.
이것이 중요한 이유
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.
- · Active job seekers, career platforms, and job boards that want to reduce fake or stale listings and help users prioritize real opportunities.을(를) 위해 제작되었습니다.
- · 가장 유력한 수익화 모델: Freemium plus SaaS subscription and API licensing.
고충 · 내러티브
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.
점수 세부
시장 신호
시장 진출 전략
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 범위 · 1~2주
- 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
차별화
실패 가능 요인
자가 반박 — 가장 중요한 신뢰 신호
- 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.
근거 요약
AI가 이 인사이트를 합성한 방법 — 직접 인용 없음
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.
액션 플랜
코드를 작성하기 전에 이 기회를 검증하세요
권장 다음 단계
개발 시작
강한 수요 신호 감지. 실제 고통과 지불 의지 확인 — MVP 개발을 시작하세요.
랜딩 페이지 카피 키트
실제 Reddit 댓글 기반의 바로 사용 가능한 문구 — 그대로 붙여넣기 가능합니다
헤드라인
Verified Job Posting Transparency API
서브 헤드라인
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.
대상 사용자
대상: Active job seekers, career platforms, and job boards that want to reduce fake or stale listings and help users prioritize real opportunities.
기능 목록
✓ 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
어디서 검증할까요
r/HN · front_page에 랜딩 페이지 링크를 공유하세요 — 바로 이 고통이 발견된 곳입니다.
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