AI Workforce

The Horizon

A fitted 50 percent success threshold for METR benchmark tasks, not elapsed agent runtime

What is the current Horizon reading?

ESTIMATED HUMAN TASK-DURATION THRESHOLD
1044.8 hours
human-expert task-hours at METR's fitted success-probability threshold; not elapsed runtime
One year ago
119.7 hours
up 925.1 hours since Apr 2025

METR's 50 percent time horizon is the estimated human-expert task duration at which the evaluated agent's fitted success probability is 50 percent. In April 2026, the estimate was 1044.8 hours; it is not elapsed agent runtime. The current suite primarily covers well-specified software engineering, machine learning, and cybersecurity tasks, and METR says measurements above 16 hours are unreliable.

Measurement basis: METR's 50 percent time horizon is the estimated human-expert task duration at which the evaluated agent's fitted success probability is 50 percent; it is not elapsed agent runtime. The current task suite primarily covers self-contained, well-specified software engineering, machine learning, and cybersecurity tasks with clear success criteria, and METR says measurements above 16 hours are unreliable.

METR's April 2026 estimate places the evaluated agent's 50 percent task-completion horizon at 1044.8 hours of human-expert task duration — a fitted threshold, not elapsed agent runtime.

METR defines its 50 percent time horizon as the estimated human-expert task duration at which the evaluated agent's fitted success probability is 50 percent. In April 2026, the estimate was 1044.8 hours. That number is a human task-duration threshold, not elapsed agent runtime.

The current suite primarily covers self-contained, well-specified software engineering, machine learning, and cybersecurity tasks with clear success criteria. Results should not be generalized from that benchmark scope to every kind of professional or real-world work.

METR says measurements above 16 hours are unreliable with the current task suite. The long-horizon point estimate is fitted from benchmark results; it is not evidence that an agent ran continuously for the estimated duration, and applications that require dependable completion should not treat the benchmark threshold as a guarantee.

A capability benchmark is not a labor-market outcome. The Adoption Curve reports business deployment, The AI Cut reports announced layoffs attributed to AI, and The Tech Drought reports information-sector openings. Movement across those measures does not by itself establish that benchmark capability caused an employment outcome.

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

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How has The Horizon changed over time?

CSV Chart Card
METR task-completion horizon by model release
Estimated human-expert task duration at 50 percent fitted success; METR says measurements above 16 hours are unreliable
The Horizon
Historical data
Event-driven · METR (Model Evaluation & Threat Research)
Period Value YoY Change
Apr 2026 1044.8 hours +925.1 hours
Feb 2026 718.8 hours +658.4 hours
Dec 2025 352.2 hours +313.4 hours
Nov 2025 293 hours +254.2 hours
Aug 2025 203 hours +182.7 hours
May 2025 101.2 hours +94.2 hours
Apr 2025 119.7 hours +116.5 hours
Feb 2025 60.4 hours +56.8 hours
Dec 2024 38.8 hours +34.8 hours
Oct 2024 20.5 hours +16.5 hours
Sep 2024 20.3 hours
Jun 2024 11.4 hours

Frequently Asked Questions

What is the AI Task Horizon?

METR's task-completion horizon is the estimated human-expert task duration at which the evaluated agent's fitted success probability is 50 percent. The April 2026 estimate is 1044.8 hours; that is a statistical task-duration threshold, not elapsed agent runtime.

Why does the task horizon matter for jobs?

The benchmark is evidence about capability on its task suite, so it can inform workforce research. It does not measure business adoption, job substitution, layoffs, or household distress, and a higher horizon does not by itself prove an employment effect.

Where does the AI Task Horizon data come from?

METR publishes benchmark results for primarily self-contained, well-specified software engineering, machine learning, and cybersecurity tasks with clear success criteria. METR warns that measurements above 16 hours are unreliable with the current task suite.

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 98 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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