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Ghost Job Detector for Game Careers
Build a candidate-facing job intelligence platform that tracks studio postings over time and flags likely stale, reposted, or low-intent openings. The value is reducing wasted applications and giving job seekers a better map of where real hiring is happening.
Why this matters
When you are applying into a tight market, the biggest drain is not just scarcity but uncertainty. You spend hours tailoring applications only to find that some openings have likely been sitting there for months, quietly recycled, or posted without real urgency to hire. General job boards show listings, not intent. Company pages do not tell you whether a role has been reopened repeatedly, whether similar roles ever close, or whether a studio shares compensation and remote details consistently. A focused software layer that scores posting credibility and tracks change history would help you spend your time on openings with better odds.
- · Built for Game industry job seekers, especially artists, engineers, audio specialists, and writers applying across multiple studio sites..
- · Most likely monetization: Freemium.
The Pain · Narrative
When you are applying into a tight market, the biggest drain is not just scarcity but uncertainty. You spend hours tailoring applications only to find that some openings have likely been sitting there for months, quietly recycled, or posted without real urgency to hire. General job boards show listings, not intent. Company pages do not tell you whether a role has been reopened repeatedly, whether similar roles ever close, or whether a studio shares compensation and remote details consistently. A focused software layer that scores posting credibility and tracks change history would help you spend your time on openings with better odds.
Score Breakdown
Market Signal
Go-to-Market
Mid-level and senior game professionals actively applying to 10 or more studio roles per month.
~50K-150K active globally at any given time
SEO long-tail
$19/month
100 waitlist signups and 20 paying subscribers from organic search around game job tracking terms within 30 days
MVP Scope · 1–2 weeks
- Build a scraper for 25 well-known studio career pages and normalize job records
- Create a database schema for role, studio, posting date, update date, and inferred discipline
- Implement simple duplicate and repost detection using title, location, and text similarity
- Launch a searchable landing page with filters for role type and remote status
- Add email capture and a manual report form for users to flag suspicious listings
- Add a ghost-risk heuristic using age, repost frequency, and missing salary signals
- Create studio profile pages showing active openings and historical repost behavior
- Set up daily refresh jobs and alert emails for tracked roles
- Add a transparency page explaining methodology and confidence levels
- Integrate Stripe for paid alerts and advanced history access
Differentiation
Why This Might Fail
Self-rebuttal — the most important trust signal
- 1Studios may remove or restructure career pages frequently, making coverage brittle and expensive to maintain.
- 2Users may challenge the accuracy of ghost-job labels, causing reputational risk if the model is too aggressive.
- 3Free alternatives may be good enough for casual seekers, limiting conversion to paid subscriptions.
Evidence Summary
How AI synthesized this insight — no verbatim quotes
The strongest signal in the discussion is frustration with stale or questionable openings. Multiple participants debated whether long-lived listings are genuinely hard to fill or effectively non-active, and several pointed to postings staying up for many months or being refreshed. Others also highlighted incomplete salary and remote data, which strengthens the case for a trust layer rather than another generic board.
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Build
Strong demand signals detected. Real pain, real willingness to pay — start building an MVP.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
Ghost Job Detector for Game Careers
Sub-headline
Build a candidate-facing job intelligence platform that tracks studio postings over time and flags likely stale, reposted, or low-intent openings. The value is reducing wasted applications and giving job seekers a better map of where real hiring is happening.
Who It's For
For Game industry job seekers, especially artists, engineers, audio specialists, and writers applying across multiple studio sites.
Feature List
✓ Historical posting timeline with repost detection ✓ Ghost-risk score based on age, refresh behavior, and closure patterns ✓ Role alerts filtered by discipline, seniority, region, and remote policy ✓ Studio transparency dashboard for salary, response likelihood, and posting freshness
Where to Validate
Share your landing page in r/r/gamedev — that's exactly where these pain points were discovered.
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