Old work is losing value.AI-proof work is being hired.

Take the 3-minute test to see which side your current skills map to.

Laid off
Wanted
Microsoftcuts~6,000

Reported cuts across product, engineering, management and other roles.

Metacuts~5%

of workforce reportedly targeted in performance cuts while AI hiring continued.

Forward Deployed AIhiringAI deployment

Customer workflow + AI systems + production delivery.

AI EngineerhiringAI systems

Build applied AI products, integrations and model workflows.

GooglereorgAI reorg

teams reshuffled as AI priorities change hiring and product investment.

wetestaifree
Go Test

3 minutes to map your current skills to the pressure side or the hiring side.

LLM EvaluationwantedLLM eval

Test model behavior, retrieval quality and production readiness.

Codingcompressed↓ value

routine code tasks compressed as AI coding tools absorb boilerplate work.

Opsautomated↓ demand

reporting and coordination work automated unless tied to AI workflows.

RAG Engineerwantedretrieval

Build and measure search, grounding and answer quality systems.

AI Workflowwantedautomation

Turn repeated processes into AI-assisted workflows.

Demo evidence cards. Source and screenshot/legal review required before public launch.