2026: AI has started picking people off the bus

Are you still on board?

The AI Kill Line is approaching.

Industry-Wide AI Progress: Where are we?

0%
AI Replacement Progress
+1.8%/mo
KILL LINE
Task Exposure
0%
AI Proficiency
0%
Jobs Displaced by 2030
92M
AIR RISK TEST

AIR: Your AI Replacement Risk Profile

16 questions, 4 dimensions, find your type

16 core questions + 4 AI snapshot questions, about 3 minutes

Learnability
Explicit (E) / Tacit (T)
Evaluation Objectivity
Objective (O) / Subjective (S)
Risk Tolerance
Flexible (F) / Rigid (R)
Human Presence
Product (P) / Human (H)
DATA THREAT

Your Data Is Training AI to Replace You

Skill is the last mile from general AI to your specific job. Your experience data is the last defense line.

A foundation model alone can't do your job. But add your industry data, your workflows, your expertise — and it becomes your replacement.

Foundation Model
General capability, no specialization
Fine-tuning / Skills
↓
Your Data & Experience
Industry knowledge, workflows, expertise
Specialization
↓
Your Replacement
AI that does YOUR specific job
Skills: A New Form of Training Data

Skills = a new form of training data. Structured expertise (workflows, SOPs, decision trees) that AI can learn directly — no fine-tuning needed.

The more open your experience data is, the faster AI crosses the last mile to replace you.

See what platforms collect, the feedback loop, and how to protect yourself.

View Full Data Protection Guide
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