Research notes
What the data says
Original analysis built on our own scored dataset rather than opinion. Every figure links back to the occupation pages and sources behind it.
Data study · 10 September 2026 · 6 min read
The 11 jobs AI is actually doing
Anthropic measured AI use across 756 occupations. The median is zero and only eleven clear 50 percent. The list, the figures, and what a zero does not mean.
Analysis · 10 September 2026 · 7 min read
What AI can do vs what it does
In computing, 94 percent of tasks are feasible for a model and 33 percent are actually being done. That three to one gap is your runway.
Analysis · 7 September 2026 · 7 min read
Can GPT-6 Astra do your job?
Astra finishes a benchmark task for between $0.63 and $2.57. That number, not the benchmark score, decides which work gets handed over and which does not.
Analysis · 7 September 2026 · 6 min read
GPT-6 Astra vs Claude Fable 5.1
Two flagship models, same headline price, opposite strengths. Compared on the benchmarks built from real occupational work rather than on exam scores.
Analysis · 4 September 2026 · 7 min read
GPT-6 Astra benchmarks and your job
OpenAI says Astra opens the AGI era. The benchmarks that bear on work tell a narrower story, and independent aggregates disagree with the vendor tables.
Analysis · 4 September 2026 · 7 min read
Claude Fable 5.1 benchmarks and your job
Fable 5.1 posts 1,853 Elo on GDPval against a human expert baseline of 1,000. What that measures, where the model still fails, and what both mean for jobs.
Analysis · 25 August 2026 · 6 min read
AI layoffs in 2026: which jobs are being cut
AI was cited in US job cuts covering 205,000 workers by August 2026. How the cut categories compare with the research consensus, occupation by occupation.
Guide · 25 August 2026 · 6 min read
When will AI take your job?
There is no single date. What the 2026 layoff wave and published research actually say about timing, and why your task mix matters more than your job title.
Data study · 9 August 2026 · 7 min read
Two different things are called AI exposure
Some studies measure what language models can do with a job. Others measure how much of it machines could take over. Across 961 scored occupations the two barely correlate, yet both are published under one label.
Guide · 31 July 2026 · 6 min read
Is your job at risk from AI? How to tell
Job titles and industries are weak signals. Across 961 scored occupations, what predicts exposure is your task mix, not your title.
Analysis · 31 July 2026 · 7 min read
Will AI replace entry level jobs?
Payroll data shows a 16 percent relative employment decline for workers aged 22 to 25 in AI exposed occupations. What it means if you are starting out.
Data study · 26 July 2026 · 6 min read
The 25 jobs most exposed to AI, and the 25 least
Both ends of the AI Job Risk Index, ranked from 961 occupations scored against published research. The top and bottom of the list are not what most coverage suggests.
Analysis · 26 July 2026 · 7 min read
What the research actually agrees on about AI and jobs
We scored 961 occupations against 20 published research sources. Almost nothing clears the high risk threshold, and the estimates vary far more than the confident way they are usually quoted.
Looking for a specific job? Browse the full index or scores by sector.