AI Workforce

The Horizon

Doubling roughly every four months since 2023; AI can now autonomously complete tasks worth months of human work

What is the current The Horizon?

HOURS OF HUMAN WORK AI CAN COMPLETE AUTONOMOUSLY
1,044.8 ↑ Worsening
hours — the length of task AI can now complete on its own at expert level
One year ago
119.7 ↑ Worsening
up 925.10 since Apr 2025

The AI Task Horizon, measured by METR (Model Evaluation and Threat Research), tracks the duration of professional tasks that frontier AI models can perform autonomously — currently at 1044.8 hours for the leading model (Claude Opus 4.6) in April 2026. This metric quantifies AI capability growth in terms directly relevant to workforce displacement: as the task horizon extends, the range of human jobs that AI can substitute for expands. Source: METR benchmark evaluations.

The length of task that AI models can complete autonomously has crossed 700 hours — roughly four months of full-time professional work at 40 hours a week — and the curve is still bending upward, not flattening.

METR, an independent AI evaluation lab, measures what it calls the autonomous task horizon. The metric asks how long a task an AI system can complete without human intervention while still matching expert human performance. In February 2019, the horizon sat at zero. In February 2024, it was a few hours. In April 2026, it reached 1044.8 hours — roughly 18 weeks of full-time work at 40 hours a week.

The doubling time matters as much as the level. METR's own analysis places the horizon's doubling rate at roughly every four to seven months across the past several years. That is not the shape of a curve that is about to flatten. Whether it continues at this rate is an open empirical question, but the trajectory to date is accelerating.

A capability benchmark is not a labor-market outcome. What it measures is the ceiling of what AI can do unsupervised — not how much of that ceiling businesses have adopted, nor how that adoption translates into displaced workers. The Adoption Curve shows the deployment side. The AI Cut shows where companies have begun to name AI when they announce layoffs. The Tech Drought shows how tech-sector openings have responded.

What the data suggests, rather than proves, is a mechanism. Capability rises. Adoption follows. Displacement eventually appears in the wage, quits, and unemployment data downstream. The horizon is the most upstream of those signals, and right now it is moving quickly.

Source: METR (Model Evaluation & Threat Research) · Latest: 2026-04

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Are AI tools now doing tasks you used to be paid for?

How has The Horizon changed over time?

CSV Chart Card
AI task horizon has crossed 700 hours and is still accelerating
Task-completion horizon in hours, METR benchmark of autonomous AI performance
The Horizon
Historical data
As_published · METR (Model Evaluation & Threat Research)
Period Value YoY Change
Apr 2026 1,044.8 +925.10
Feb 2026 718.8 +658.40
Dec 2025 352.2 +313.40
Nov 2025 293 +254.20
Aug 2025 203 +182.70
May 2025 101.2 +94.20
Apr 2025 119.7 +116.50
Feb 2025 60.4 +56.80
Dec 2024 38.8 +34.80
Oct 2024 20.5 +16.50
Sep 2024 20.3
Jun 2024 11.4

Frequently Asked Questions

What is the AI Task Horizon?

The AI Task Horizon measures the duration of professional tasks that frontier AI models can perform autonomously, as evaluated by METR (Model Evaluation and Threat Research). The current leading capability is 1044.8 hours as of April 2026 — meaning AI can now sustain autonomous work on complex tasks for extended periods.

Why does the task horizon matter for jobs?

As the task horizon extends, the range of human jobs that AI can substitute for expands. Tasks requiring sustained focus over hours — writing reports, analyzing data, coding features, processing documents — increasingly fall within AI capability. This directly affects the employment prospects of knowledge workers.

Where does the AI Task Horizon data come from?

METR (Model Evaluation and Threat Research) conducts standardized benchmark evaluations of frontier AI models, measuring their ability to perform real-world professional tasks autonomously over extended durations. Results are published as new model capabilities are evaluated.

Ross Kilburn
Written by

Ross Kilburn, Founder

American Default Research · Seattle, Washington

Two decades working directly with financially distressed American households — from property preservation in 2003, to negotiating over 1,000 short sales during the Great Recession, to foreclosure defense marketing today. Author, The Ark Law Group Complete Guide to Short Sales (Auroch Press, 2013). Twice named to Puget Sound Business Journal Fast 50 for Ark Law Group. B.A., University of California, Berkeley, 1992. Founded American Default Research in 2026 to fill a gap in public data that had been empty since 2013.

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Why does The Horizon matter?

The Horizon is one of 88 live indicators tracked by American Default Research. The methodology page explains sources, update cadence, and how the index uses its published inputs.
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