// Workforce task graph

AllJobs.

Data platform ready

To understand the future of work, start with the work itself. AllJobs maps 4,000+ professions into tasks and skills, revealing where AI can help, transform or take over.

For Internal data backbone for AIWorkforce products; relevant to researchers and builders of workforce tools.
Status Data platform ready for portfolio use: workforce graph, automation scoring and API/Parquet/DuckDB surfaces are implemented; formal AIWorkforce consumption is next.
Family AI Workforce

// product · v.2026

AI Workforce Pre-revenue · investor review

Problem & who it’s for

Every claim about “AI and jobs” needs a task-level ground truth. Public taxonomies exist (O*NET, ESCO) but are not merged, scored for automation, or served in a usable form.

Offer & core workflow

AllJobs merges O*NET, ESCO and WEF sources into one graph — 4,059 occupations decomposed to tasks and skills, each task scored L0–L4 for automation potential — served via API, Parquet and DuckDB.

What exists now

Merged occupation/activity/task/skill graph covering 4,059 occupations.
Task-level L0–L4 automation scoring.
API, Parquet and DuckDB access surfaces.

Next milestones

Formalize its role as the AIWorkforce eval and dataset backbone.
Assign durable maintenance ownership.

Relationship to the portfolio

Directional value exchanges with explicit implementation status, separating current capability from the roadmap.

AllJobs → WillAIReplaceMe — assessment data. Implemented
AllJobs → Operstead — DatasetSpec/EvalSpec backbone for agent benchmarks. Partially implemented

Talk to us about AllJobs.

Thirty minutes with a founding partner, the investor deck on request, or a specific question by form or email — whichever fits where you are.

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