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Forecast roundup

When will AGI arrive? Every major forecast, compared

Last updated: June 30, 2026 · Updated as verdicts change
By the AGI Scorecard team · methodology & independence
No consensus — but the range has narrowed sharply. Public AGI forecasts now cluster between 2026 and 2040: Musk says 2026, Aschenbrenner 2027, Hassabis ~50% by 2030, Metaculus 50% by 2033, and academic surveys 50% by 2040. Expert medians have compressed from roughly 2060 to roughly 2033 in about six years.

The forecasts, side by side

ForecasterAGI timeline
Elon Musk (xAI)By end of 2026
Leopold Aschenbrenner2027
Demis Hassabis (DeepMind)~50% by 2030
Samotsvety forecasters~28% by 2030
Metaculus community25% by 2029 · 50% by 2033
Andrej Karpathy~A decade out
AI researcher survey (n=2,778)50% by 2040

Definitions of "AGI" vary enough that this table is approximate — some forecasters mean a drop-in remote worker, others a system that can autonomously do AI research. But the spread is real, and so is the direction of travel.

The meta-trend: everyone is moving earlier

The single most striking fact isn't any one date — it's the compression. Expert median estimates have moved from roughly 2060 to roughly 2033 in about six years. The whole distribution keeps sliding toward the aggressive end, where Aschenbrenner's 2027 sits.

Who's closest to being tested?

Aschenbrenner's 2027 call is the nearest concrete deadline among serious forecasters and resolves by January 1, 2028. As of mid-2026, agentic coding is strong (~80% on SWE-Bench Pro) but no system has autonomously conducted AI research end-to-end — the bar that would settle it. That gap is why his prediction is currently graded Open, not on track. See the full AGI forecaster leaderboard — every public call ranked by how soon it faces the verdict.

Frequently asked questions

When will AGI arrive?

There is no consensus. As of 2026, serious public forecasts range from 2026 (Musk) and 2027 (Aschenbrenner) to ~2030 (Hassabis), 2033 (Metaculus community), and 2040 (academic survey median).

Who predicts the earliest AGI?

Elon Musk is the most aggressive among prominent voices, suggesting AGI by end of 2026. Aschenbrenner's 2027 is next, more aggressive than lab leaders like Demis Hassabis (~50% by 2030).

What is the expert consensus on AGI timing?

The academic survey median (n=2,778) is 50% by 2040, and the Metaculus community median is 50% by 2033. But expert medians have compressed from roughly 2060 to 2033 in about six years.

The live scorecard updates as models ship and verdicts change.

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