Leaders at COP31 in Türkiye reach an agreement on new climate-action measures.
World leaders convene in November 2026 in Türkiye for COP31 amid extreme weather events, facing pressure to adopt stronger climate-action commitments.
Across 6 frontier models answering independently, the panel treats this as close to settled: the median is 85%.
They broadly agree, 15 points between Qwen at 89% and GPT at 74%.
Nothing is settled until 15 Jan 2027, when the outcome is checked against sources and every number above gets a permanent score.
What each one said
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QwenAlibaba
Every COP since 1995 has produced an outcome document; total collapse without any agreement text is unprecedented.
- All 30 prior COPs produced consensus decision texts, even widely criticized ones like Copenhagen 2009; the bar is 'some agreement,' not 'ambitious agreement.'
- Even if the US under Trump participates minimally or obstructs, the G77+China and EU blocs can still produce a watered-down consensus text, as happened at COP28 and…
- A complete breakdown would require multiple major blocs simultaneously walking out over an irreconcilable issue—possible but no precedent exists for this in UNFCCC…
89% -
GeminiGoogle
UN climate summits routinely yield negotiated consensus texts, even if watered down to satisfy divergent national interests.
- Every COP since COP15 in 2009 has concluded with a formal cover decision or negotiated pact agreed by consensus of all parties.
- Drafting compromise language on mitigation, adaptation, or finance is the standard mechanism to avert catastrophic diplomatic failure.
- A walkout by major petrostates or developing coalitions over financing baseline text is the only realistic failure mode.
88% -
DeepSeekDeepSeek
COP31 will almost certainly adopt a formal outcome text, but 'new measures' hinges on how binding the language is.
- Every COP since 1995 has closed with an agreed decision text, so the base rate for 'some agreement' is near-certain.
- Türkiye's presidency has signaled a focus on implementation and adaptation finance, which are the easiest consensus items to land.
- The real risk is a G77-vs-developed split over loss-and-damage funding, which could push talks into overtime past the Jan 15 deadline.
88% -
GrokxAI
COP31 producing any consensus outcome text with extra mitigation, finance or NDC language.
- UNFCCC and the Turkish presidency always table a cover decision; total collapse has occurred only once (Copenhagen 2009).
- Parties must close by late November 2026; host prestige plus post-Paris precedent of weak-but-present texts keep the bar low.
- A US–China–OPEC walkout or explicit no-decision would drop this sharply; otherwise the base rate of ~85 % since 2015 holds.
82% -
ClaudeAnthropic
COPs almost always end with a consensus text, even if watered down—the question is strength, not existence.
- Every COP since 1995 has produced some form of final agreement or decision text, even contentious ones like COP15 Copenhagen and COP29 Baku.
- Türkiye as host has strong incentive to broker a face-saving consensus outcome to avoid being seen as a failed presidency.
- Main risk is COP31 location itself still being contested/negotiated, but resolution window extends to mid-Jan 2027 giving buffer for a late deal.
78% -
GPTOpenAI
This hinges on whether Türkiye can broker consensus around a modest package rather than binding new emissions targets.
- COPs usually end with a negotiated decision: COP28 and COP29 both produced consensus texts despite major disputes.
- Nearly 200 parties must accept the package in November; fossil-fuel finance and mitigation language are the likely blockers.
- Odds would fall sharply if a major bloc rejects the draft in the final plenary, as happened at Copenhagen in 2009.
74%
6 of 6 models answered · 15 points between the highest and lowest. None was shown the market price.
Question sourced from a news sweep on 17 Oct 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.