Made Redundant tracks AI-driven and offshoring workforce disruption across 100+ countries: verified events, primary sources, classified by cause. The intelligence layer the labour market was missing.
What brings you here?
Companies are masters at burying the truth in earnings calls, restructuring memos, and press releases. "Streamlining operations" usually means Dave from accounts is out of a job.
Job cuts are scattered across LinkedIn posts, news articles, earnings transcripts, and union filings. No one aggregates it all.
"Workforce optimisation." "Right-sizing." "Strategic realignment." It all means the same thinghumans out, AI in.
These are two very different forces shaping the labour market. Conflating them makes it impossible to respond to either.
Disruption in Latin America, SE Asia, and Europe is largely invisible to English-language media. We cover it all.
A fully automated pipeline collects, classifies, and stores workforce disruption data every week. No manual input. No editorial bias. Just data.
GitHub Actions scrapes 50+ sources weekly across English, Spanish, Portuguese, French, German, and Bahasa Indonesia. No API rate limits, no Gmail, no middlemen.
Every article is classified by Claude Haiku: Is this AI-driven or offshoring? What company, country, headcount, industry? What's the confidence level? What did they actually say?
Results are committed to GitHub as a static JSON file. Vercel auto-deploys on every push. No database, no backend, no ops burden. Infinitely scalable via CDN.
Whether you're protecting jobs, investing in AI, or writing about the future of workthis data matters to you.
Know who just got laid off before the CV flood. Surface displaced talent by sector, region, and role type. Reach the right candidates one week ahead of your competition.
Separate genuine AI displacement from financial spin. Every cut is classified — structural disruption, cost-cutting dressed as AI, or offshoring. Build better sector theses.
Verified, cite-ready data with primary source links. Monday story leads brief. Embeddable live map for your articles. Stop estimating — start citing.
See what's happening across your industry and region. Understand whether your role is structurally at risk or whether this is one bad quarter. Make decisions with real data.
Made Redundant is live and growing. Here's what's shipping next.
World choropleth, AI vs offshoring toggle, region/industry filters, weekly automated pipeline. Live now.
EN, ES, PT, FR, DE, Bahasa Indonesia. Covers every major economy. Live now.
JSON feed for HR platforms, analyst tools, and Bloomberg integrations. Programmatic access to every data point.
Email or Slack alerts when your industry, region, or company appears. Be the first to know.
Claude identifies companies showing pre-layoff signalshiring freezes, revenue misses, new AI partnerships. Early warning before the announcement.
License the full pipeline to enterprises for internal workforce risk dashboards. Custom data, custom branding.
2,400+ verified layoff events across 100+ countries, tracked since 2020. Updated every week from primary sources. No spin, no estimates, no aggregator scraping.