Track when AI replaces you.
Live, multi-source forecast powered by deep analysis of CEO statements, GitHub velocity, earnings calls, research output, and global job-market signals. Recalibrated every minute across 47 weighted indicators.
47 weighted signals, refreshed every minute.
The model fuses workforce telemetry, capability benchmarks, capital flows, and authored commentary into a single replacement-date posterior. Below is a live snapshot of the ingest layer.
Sentiment-weighted commentary from 2,340 verified industry voices across X, Bluesky, and LinkedIn.
Topic-modeled across hyperscaler, semis, vertical SaaS, and enterprise cohorts.
Filtered by language vector, agent-authorship signature, and refactor density.
Citation graph + benchmark score deltas feed directly into the capability index.
Postings titled 'engineer' across LinkedIn, Indeed, Wellfound, Otta, and 10 regional boards.
MMLU, SWE-bench, GPQA, ARC-AGI, GAIA, and 18 internal proxies, including agent loop tests.
What industry analysts are saying.
Sentiment-weighted statements from forecasters and workforce economists feed directly into the posterior model.
"Our internal benchmarks show frontier models closing the last 12% of senior-engineer-equivalent capability faster than anyone projected. Twelve months is, frankly, generous."
The market has already started rebalancing.
Hourly ingest from 14 job boards, normalized into per-100 indexes. Both signals lead the replacement date by approximately one fiscal quarter.