Raycaster / evalsAll benchmarks

Cross-benchmark category

Renewable Energy Economics

Compare AI agent runs for Renewable Energy Economics: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can analyze renewable energy economics, including renewable enablement NPV, avoided curtailment, and grid modernization value.

Renewables consulting AIRenewable enablement NPV, avoided curtailment, grid modernization
24Tasks
1Primary
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.

gpt-5.4-nano50% pass

12/24 runs · avg score 65%

GPT-5.444% pass

8/18 runs · avg score 57%

gpt-5.4-mini42% pass

10/24 runs · avg score 60%

Gemini 3.1 Pro38% pass

9/24 runs · avg score 52%

gpt-5.538% pass

9/24 runs · avg score 50%

Gemini 3 Flash33% pass

1/3 runs · avg score 75%

Primary tasks

1 tasks with this category as their main focus.

  1. 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…

Related tasks

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

  1. World 131_MK_Task 1APEX-Agents(task_ec97a505112645f9b266df1954f2738d)0/2 · Fail

    Assuming Eurogrid goes through with the labor reallocation efforts described in the operational efficiency analysis, calculate both the % of total staff that is a manager and the average span of contr…

  2. World 131_MK_Task 2APEX-Agents(task_4b3c2dfc4d164a25831e8787397766c3)4/4 · Pass

    Identify the region with the highest average asset-level Total Score (defined as the sum of Criticality Score, Renewable Impact, and Risk Score), and the country within that region that has the highes…

  3. World 131_MK_Task 3APEX-Agents(task_ee6e8c8f7075427ba5381c453a14c71c)0/5 · Fail

    Please use EuroGrid's headcount per department and the attached benchmarks to calculate the estimated total cost of each of the departments' headcount. Round all final amounts to full USD. Provide yo…

  4. World 131_MK_Task 4APEX-Agents(task_1f6c5b8814fa40bdb25ae11bbd48b6ea)0/4 · Fail

    Please calculate how much Germany's and Netherlands' renewables pipelines (will be only 95%) will cover out of their total yearly loads in 2027 and 2028 in % terms. You can use their average historica…

  5. World_131_JR_1APEX-Agents(task_1dba146a5da645b3a27ea3212c0bffc4)4/6 · Fail

    Can you please evaluate the outage causes that affect each country the most, in terms of total outage duration? Categorize hazards relating to flooding or storms as the "Weather - Storm" cause and tho…

  6. World131_acd_task09APEX-Agents(task_c0476484bd64414f87f46f1868cde2f1)0/3 · Fail

    EuroGrid wants to understand whether the root cause of its asset failures can be explained by age, load, and/or frequency of weather events. Identify the 3 manufacturers with the highest total failur…

  7. World131_acd_task10APEX-Agents(task_5b0050f41fc9495fa8c34b69f1184418)9/9 · Pass

    Take a look at our workforce distribution in the country where we've spent the most on OPEX from 2020-24. Knowing we need 2 line technicians per transmission line, 1 substation technician for each sub…

  8. World131_acd_task11APEX-Agents(task_f32cf6dbffac45eea7454b4f3a62eaf9)0/2 · Fail

    Identify the Phase 1 Assets from the 10 Year Roadmap, assuming that SAIFI / SAIDI hotspots can be defined as assets having SAIFI > 1.0 and SAIDI > 60. Ignore the key criteria for substations and the n…

  9. World131_acd_task12APEX-Agents(task_f9f2907c268c44f686496a4934f1fc15)2/3 · Fail

    Looking only at projects in the Connection Queue that have a status of "Approved" or "Connected", calculate the percentage of the Total Forecasted Demand for the years 2026, 2027, and 2028 that could …

  10. World131_DV_02APEX-Agents(task_d55fe268d7f64a74aacfce4fc374ea96)6/6 · Pass

    Can you calculate the annual EU implied revenue for each Eastern European TSO? Use the midpoint of their implied market share ranges and 40 billion euros as the total market size. Using the implied r…

  11. World131_DV_03APEX-Agents(task_a179d38b095f46eba5eff7baf8f7fd87)0/1 · Fail

    Calculate the NPV from the 12-year cash flow on renewable enablement benefits, considering the following assumptions: - The steady-state annual benefits from renewable enablement mentioned in the busi…

  12. World131_DV_05APEX-Agents(task_9d99126a403e41838e1473d33884ed2f)1/2 · Fail

    Can you state the total simple average of the average implementation cost values, across the various technologies? Use the attached implementation cost deck. Also, state how many technologies have a t…

  13. World131_DV_06APEX-Agents(task_806c8178532944a78b78d565e4bc0313)5/5 · Pass

    What is the net aggregate annual benefit (i.e., total annual savings minus total annual opex) of all of the use cases in the digital use case sizing analysis? According to the new transmission technol…

  14. World131_IB_05APEX-Agents(task_699ea5ca3b0243a5852ad33e33043f12)5/6 · Fail

    Find out the ratio between Curtailment_GWh and Redispatch_GWh and for the lowest average ratio of Country-Region pair, report the average Avoided Curtailment (MWh) and causes of curtailment. Represen…

  15. World131_IB_Task 12APEX-Agents(task_0ea0001d6cb34cc6abf9bf6dc4e8e30b)0/2 · Fail

    Using the Digital Twin Input and Additional bus datasets, identify the Bus IDs associated with renewable energy generation. For each of these Bus IDs, calculate the average (in GW) of their three high…

  16. World131_MD_01APEX-Agents(task_55a201bd877a42eeb0e1868fb6a84230)4/4 · Pass

    Tell me whether or not the asset type that has the highest average adjusted failure probability per outage is also responsible for the highest average Value of Lost Load (VOLL) per asset. VOLL is defi…

  17. 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…

  18. World223_AV_01APEX-Agents(task_3724da87dc9644ddb2844a5b58ee5f27)0/1 · Fail

    In the Accretion / Dilution Model, there is an error in the calculation of Cost of Product and Cost of Software and Rentals. Calculate the correct revised implied Enterprise Value after the divestitur…

  19. World225_DK_02APEX-Agents(task_37b6798e55064707aebe9b0817434404)0/1 · Fail

    For each year, calculate Levered FCF less Dividends Paid. Assuming a 9% discount rate, output the net present value (NPV) of Levered FCF less Dividends Paid over the projection period, rounded to a f…

  20. World225_km_06APEX-Agents(task_9b9cc4e93ba6412b893d88d6d59f0181)6/6 · Pass

    Model out the NPV of distributions shareholders would receive under REIT conversion. - There's the $1.2 billion E&P purge that gets taxed as ordinary income at 37% (E&P purge occurs at Year 0, annua…

  21. World226_SK_Task02APEX-Agents(task_e15e357afdd942fbb5129561ed3dca2d)2/2 · Pass

    Calculate the sponsor equity value and IRR for FY2030, then report the sponsor equity value in US dollars, rounded to the nearest million. Report the IRR to one decimal place. Reference the LBO mode…

  22. World226_TA_01APEX-Agents(task_7d1f9f2c011742dc91dea6e09a29858a)6/6 · Pass

    Use Planet Fitness' latest financial model, in the"Copy of LBO" tab, and sensitize $ operating expenditure each year by +/- 5% against the base case for each year from 2026 through 2030; calculate the…

  23. World228_IA_03APEX-Agents(task_432cf30bbe454279a2f97fc9972c24ad)0/2 · Fail

    You have access to the accretion dilution model. Create a new sheet and tell me the Proforma Interest Coverage for 2027 and 2028. In doing so, assume: - Aptar's Interest expense as a percentage of s…