Press & newsroom
Singulariki is a source-backed map of work in the age of AI. Every figure here names its dataset and carries the caveat that must travel with it. Copy a finding and its citation in one click, embed a chart, download the data, and subscribe to the next edition — no permission needed.
Latest edition · Issue 1 · June 4, 2026
The Map Is Not the Verdict
What a source-backed map of work in the age of AI actually shows — and why the loudest numbers about your job are usually the wrong ones to read.
Ready-to-quote findings
Each is a complete, citable sentence built from a live page. The "Copy cite" button copies the sentence plus an APA-style source line and the URL. Verify any figure on the linked page. Every occupation, skill, tool, and industry page also carries its own "Write a report on this" kit.
Customer-service representatives rank in the 94th percentile of U.S. occupations for AI task overlap — and the work is still posting roughly 341,700 openings a year.
Singulariki. (2026). Customer-service representatives rank in the 94th percentile of U.S. occupations for AI task overlap — and the work is still posting roughly 341,700 openings a year. Source: OpenAI/Eloundou GPTs-are-GPTs and Felten AIOE (task overlap); BLS Employment Projections 2024–34 (openings). https://singulariki.com/outlook
Occupations in the top quartile of AI task overlap account for about 23% of all annual U.S. job openings — high overlap is not the same as work disappearing.
Singulariki. (2026). Occupations in the top quartile of AI task overlap account for about 23% of all annual U.S. job openings — high overlap is not the same as work disappearing. Source: OpenAI/Eloundou GPTs-are-GPTs and Felten AIOE (overlap); BLS Employment Projections 2024–34 (openings). https://singulariki.com/outlook
A model on its own touches about 14% of work tasks; once software is built around it, that reaches roughly 55% — a near-4× tooling multiplier that says nothing about whether the software exists or is adopted.
Singulariki. (2026). A model on its own touches about 14% of work tasks; once software is built around it, that reaches roughly 55% — a near-4× tooling multiplier that says nothing about whether the software exists or is adopted. Source: OpenAI/Eloundou GPTs-are-GPTs (alpha vs gamma exposure); O*NET 30.3. https://singulariki.com/ai-exposure/tooling-gap
The jobs a 2013 automation study rated safest — clerical and customer-service work — are among the most exposed to today's language-model task overlap, a near-complete reversal of which work looks vulnerable.
Singulariki. (2026). The jobs a 2013 automation study rated safest — clerical and customer-service work — are among the most exposed to today's language-model task overlap, a near-complete reversal of which work looks vulnerable. Source: Frey & Osborne (2013) probability of computerisation; OpenAI/Eloundou and Felten (today's task overlap). https://singulariki.com/ai-exposure#then-vs-now
Embeddable charts
Copy one <iframe> — no script, links back to the underlying evidence. The
exposure board, the gradient distribution, and per-occupation cards are all embeddable.
Download the data
The figures behind the reports as CSV, versioned to the data release — bring the caveats with you.
Data downloads → · AI exposure · Outlook · Gradient · What's changing
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The reliable way to follow Singulariki today is RSS — three feeds, no account required.
- The Magazine — dated, authored editions.
- Reports — standing, source-backed analyses.
- What's changing — occupations whose AI task overlap is shifting most.
Sources & method
Every claim on this site traces to a published dataset at a stated release. See the full methodology & sources.
Sources for this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
- BLS Employment Projections 2024–2034 U.S. Bureau of Labor Statistics
- Census NAICS 2022 U.S. Census Bureau
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
- AI Occupational Exposure (AIOE) Felten, Raj & Seamans academic