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Factor · AI_ECONOMICS · GDP_CONTRIBUTION

US GDP Directly Attributable to AI Systems, 2030

Horizon Dec 31, 2030 (1686 days)·4-model distribution·Repolled daily·Last update May 19, 2026

What percentage of US GDP will be directly attributable to AI systems by 2030?

Crene p50
4.50%

cross-model median

Confidence
MEDIUM

spread ±0.74%

p5—p95 band
1.50% → 8.00%

90% interval

Models
Diverging

width ±6.50%

The three supporting readings tell you how much weight to put on p50: confidence reflects cross-model spread relative to scale, the p5—p95 band shows the 90% interval each model collectively places, models shows whether the four agree on shape.

Latest distribution

p5
1.50%
p25
3.00%
p50
4.50%
p75
6.00%
p95
8.00%

Driver decomposition

Each driver carries its own cross-model distribution. Drivers explain movement in the anchor distribution; they do not generate it.

Loading drivers…

Belief trajectory

Cross-model percentile distribution over time. Outer band p5—p95, inner band p25—p75, line p50. Repolled daily at 06:35 server time.

0.52%2.70%4.88%7.05%9.22%May 19May 19
Consensus p50
Claude
GPT-4o
Gemini
Grok
p5–p95
p25–p75

Per-model distributions

Each model forecasts the quintile distribution independently. The Crene aggregate is the median of each percentile across these four models.

Claude
claude-haiku-4-5-20251001
ERROR

Missing percentile values in response

GPT-4o
gpt-4o-mini
p5
1.50%
p25
3.00%
p50
4.50%
p75
6.00%
p95
8.00%
Gemini
gemini-2.5-flash-lite
p5
1.50%
p25
3.00%
p50
4.00%
p75
5.50%
p95
8.00%
Grok
Grok
grok-4-fast-non-reasoning
p5
5.20%
p25
8.10%
p50
12.40%
p75
16.30%
p95
23.70%

Resolution

Resolved against BEA satellite accounts for AI economic contribution, or if unavailable, the consensus of McKinsey Global Institute, Stanford HAI, and Brookings estimates of AI direct contribution to US GDP.

Primary source