COOKEDthe AI job-risk monitorSYSTEM LIVE
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EXPOSURE TO AI
19%
RESILIENT
OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Certified irreplaceable. For now, gloriously human.

19% of this role’s O*NET tasks are within reach of today’s AI. That is the core-weighted exposure score from Eloundou et al. 2023 (“GPTs are GPTs”). It measures a capability ceiling, not a headcount forecast. Certified hard to automate. Today’s AI barely touches the core of this one.

WHAT AI CAN ALREADY DO
  • Read work orders, and apply knowledge and experience with materials to determine types and amounts of materials required to cover workpieces
  • Maintain records of time required to perform each job
  • Discuss upholstery fabrics, colors, and styles with customers, and provide cost estimates
  • Examine furniture frames, upholstery, springs, and webbing to locate defects
  • Draw cutting lines on material following patterns, templates, sketches, or blueprints, using chalk, pencils, paint, or other methods
WHAT IT STILL CAN’T
  • Fit, install, and secure material on frames, using hand tools, power tools, glue, cement, or staples
  • Measure and cut new covering materials, using patterns and measuring and cutting instruments, following sketches and design specifications
  • Build furniture up with loose fiber stuffing, cotton, felt, or foam padding to form smooth, rounded surfaces
  • Make, restore, or create custom upholstered furniture, using hand tools and knowledge of fabrics and upholstery methods
  • Adjust or replace webbing, padding, or springs, and secure them in place
THE HONEST PART. A percentage is not a pink slip. High exposure usually means a role shrinks and shifts toward judgment, direction and responsibility: the parts a model can’t sign its name to. Exposure ≠ displacement. Breathe.
SOURCES: O*NET 30.3 occupational tasks · Eloundou et al. 2023 (“GPTs are GPTs”,arXiv:2303.10130) · Anthropic Economic Index 2026 (CC-BY)  | how this is calculated  | last updated 2026-07-16