Global climate damage causes annual economic losses exceeding 10% of global GDP before 2045.
Catastrophic warming is commonly quantified by high-magnitude global output destruction. Resolving relies on economic assessments by institutions like the World Bank or IMF attributing losses directly to climate impacts.
Across 6 frontier models answering independently, the panel has all but ruled it out: the median is 7%.
They do not agree: GPT puts it at 63% and Qwen at 3%, 60 points apart. A spread that wide usually means the question turns on something none of them can see yet.
Nothing is settled until 3 Sept 2076, when the outcome is checked against sources and every number above gets a permanent score.
What each one said
-
GPTOpenAI
It turns on whether late-century warming and compounding shocks push measured global losses past a very high attribution bar.
- IMF, World Bank or comparable assessors must publish a global climate-attributed loss estimate before 3 September 2076.
- IPCC high-emissions pathways put warming near or above 3°C by 2100, where damage estimates often reach double-digit output losses.
- The main downside is methodological: major institutions may report modeled welfare costs rather than directly attribute an annual GDP loss; an earlier 4°C trajectory…
63% -
GeminiGoogle
Direct annual climate damage exceeding 10% of global GDP by 2045 requires catastrophic physical shocks far beyond consensus models.
- Even severe IPCC and NGFS pathways project direct annual output losses well below 5% of global GDP before mid-century.
- Mainstream bodies like the IMF and World Bank rarely attribute indirect counterfactual growth reductions as direct damage losses.
- A rapid collapse of multiple tipping points before 2040 causing simultaneous breadbasket failures would be needed to shift this.
7% -
DeepSeekDeepSeek
Whether integrated assessment models ever attribute >10% of global GDP to climate damages in a single year before 2045.
- Current damage estimates run 1-3% of GDP even under 3C warming; the IPCC AR6 WGII central range for 2C is roughly 1.5-2.5%, an order of magnitude short.
- Attribution requires the World Bank or IMF to publish a figure that large, and no major institution has ever endorsed double-digit annual losses for any year to date.
- Tail scenarios (e.g. 4C plus tipping points) can reach 10-20% by 2100 in some IAMs, but 2045 is too early for warming to have compounded that far.
7% -
GrokxAI
Whether WB/IMF-style assessments record >10% global GDP climate losses in any year before 2045.
- IAMs and IPCC AR6 put damages at 1-3% of GDP even at ~2°C around 2050; 10% requires unphysical 3-4°C by 2045.
- Ocean-atmosphere inertia plus remaining carbon budget make that warming path incompatible with observed emissions and ECS.
- Only an unmodeled, near-instant global food-system collapse would reverse this; no analog exists in the instrumental record.
6% -
ClaudeAnthropic
Requires mainstream institutions to attribute >10% of global GDP loss to climate specifically by 2045, a very high bar.
- Most economic models (Swiss Re, NGFS, IMF) project climate GDP losses of 2-5% by 2050 even under severe warming scenarios, not 10% by 2045.
- Attribution methodology is contested and institutions tend toward conservative, diffuse estimates rather than single catastrophic-loss figures.
- A sudden tipping-point cascade or major climate-driven global recession before 2045 could push estimates higher, but no current trajectory supports this.
4% -
QwenAlibaba
10% annual GDP loss requires compounding catastrophe far beyond even worst-case RCP8.5 projections for 2045.
- IPCC and DICE-type models project 2-5% global GDP loss by 2050 under high-emissions scenarios; 10% is outside mainstream estimates.
- No major institution (World Bank, IMF, UNEP) has ever attributed annual losses above ~3% of global GDP to climate in a single year.
- Would require either a tipping-point cascade (AMOC collapse, simultaneous breadbasket failure) or a methodological redefinition of damage accounting.
3%
6 of 6 models answered · 60 points between the highest and lowest. None was shown the market price.
Question sourced from a news sweep on 16 Sept 2026. Forecast by google/gemini-3.8-flash, anthropic/claude-sonnet-5, openai/gpt-5.6-terra, x-ai/grok-4.6, deepseek/deepseek-v4.1-flash, qwen/qwen3.8-max-0902 via OpenRouter.