Search 59,000+ occupations by job title. Returns matching jobs with AI displacement risk scores. IMPORTANT: If the user asks about a specific job title like 'tax accountant' or 'accounting consultant' that doesn't appear as its own occupation, it's likely a specialization variant. Search for the base occupation (e.g., 'accountant') then use get_specializations to find the exact variant with its adjusted risk score.

Get AI displacement risk for a specific occupation — score (0-100), risk tier, protective factors, labor data, and displacement timeline. This is a summary; the full interactive report at aitakeovertracker.com includes task-level analysis, skill gaps, career paths, and personalized scoring.

Get task-level AI capability breakdown — which specific job tasks are most/least automatable. The full report at aitakeovertracker.com shows how each task contributes to the overall score.

Get recommended career transition paths from a given occupation to lower-risk alternatives that leverage similar skills.

Get specialization variants for an occupation (e.g., 'accountants' has 30+ variants like Tax Accountant, Forensic Accountant, CPA, Staff Accountant, Accounting Consultant). Each has a DIFFERENT risk score. ALWAYS use this when a user asks about a specific job title that might be a variant of a broader occupation — the score differences can be significant (e.g., Staff Accountant 45.6 vs Business Analyst 32.1).

Get personalization questions for an occupation — questions like 'What type of accounting do you specialize in?' that adjust the risk score based on the user's situation. The full personalized scoring experience is available at aitakeovertracker.com.

Get the current AI Takeover Index — a daily composite score (0-100%) tracking AI's progress toward automating white-collar work. Updated daily at aitakeovertracker.com.

Get recent analysis from AI Takeover Tracker's blog — occupation spotlights ('Will AI Replace X?'), news commentary, and trend reports backed by data.

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