Cross-benchmark category

ESG and Climate Risk Analysis

Compare AI agent runs for ESG and Climate Risk Analysis: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can analyze ESG and climate risk, including CDP data, climate risk scores, and portfolio reallocation decisions.

ESG analytics AICDP data, climate risk scores, portfolio reallocation

10Tasks

3Primary

1Benchmarks

Published model evidence

A quick view of shareable runs in this category. Open task and trace pages for the prompt, response, files, and grading details.

Gemini 3 Flash50% pass

1/2 runs · avg score 50%

Gemini 3.1 Pro30% pass

3/10 runs · avg score 47%

gpt-5.4-nano30% pass

3/10 runs · avg score 44%

gpt-5.530% pass

3/10 runs · avg score 44%

gpt-5.4-mini20% pass

2/10 runs · avg score 48%

GPT-5.420% pass

2/10 runs · avg score 34%

Primary tasks

3 tasks with this category as their main focus.

World126_EFA_01APEX-Agents(task_d06ed610563a4dcebc39edbb17b1b757)9/10 · Fail
Based on Planet Defense's climate risk data and their scoring methodology, give me the top 3 sub-regions by overall risk score and their overall risk scores. Once you've done that, calculate for each …
World126_EFA_04APEX-Agents(task_d91bfafb62c647e9a341d5a14864041b)1/1 · Pass
How much cash in EUR will adopting Rakling's strong sell recommendations generate for HP? Assume they sell the position as of October 30, 2025 at no cost. Report your final answer here in dollars and…
World126_JD_04APEX-Agents(task_c5080c2d60fa457faeb309841b8b442a)0/4 · Fail
Please check how KO and MDLZ differ in expected upside once we apply the ESG and GLP-1 filters and account for each investor’s maximum allowable ESG risk level. Use the survey data and the ESG risk th…

Related tasks

7 tasks that also exercise this work as part of a broader assignment.

Task a9r09376APEX-Agents(task_0b28f15c5185453aa21a5b90f05f203d)3/9 · Fail
Calculate the CAGRs for the ABInBev's 2025 sustainability goals, starting with the 2021 results. Some goals imply declining metrics, like water use, while others are looking to increase, such as the u…
Task ncwq9a4bAPEX-Agents(task_2c7f210d3ffd4052a31decef4c4c6668)1/6 · Fail
Given our current set of CDP questionnaire responses for Horizon's portfolio companies, identify the three largest risks by potential financial impact across all entries. In cases where a minimum and …
World 127_AH_Task 1APEX-Agents(task_e2b897ff18fe4f16a0c969cf70ad2766)0/10 · Fail
Update numbers with the new projections (attached). I want the full breakdown for: DC converters and onboard chargers Driveline and axle modules Engine control units Engine core hardware Exhaust and …
World126_EFA_05APEX-Agents(task_7cec4caf8ace406da19eeb72688f43f6)0/2 · Fail
Can you calculate the minimum gross returns Crown and Vision would have to achieve in order to deliver net returns equal to the average fund manager in the 80th percentile or better in terms of Sharpe…
World126_TK_01APEX-Agents(task_9d421716ffeb40b79e9e132054714afe)3/3 · Pass
I feel good about our current assessment of the valuation, but I’d like to do some forward-looking assessments. Can you use the historical Sector Median PE volatility data to determine which of the cu…
World126_TK_04APEX-Agents(task_01bf3f1cdf6c432f822f91666047e38c)0/2 · Fail
The client is looking to execute our rebalancing recommendations. Identify the stock with the highest Absolute Beta Reliability during the worst 10 trading days in Q3 2025, defined as the worst 10-da…
World131_MD_03APEX-Agents(task_7acc98cded8b49de972ee79b0461107e)3/3 · Pass
Investigate whether EuroGrid should consider increasing staffing. Determine if the number of working people per impacted asset is correlated with the expected economic impact of unforeseen downtime in…