Raycaster / evalsAll benchmarks

Cross-benchmark category

Automotive EV Transition Strategy

Compare AI agent runs for Automotive EV Transition Strategy: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can analyze automotive EV transition strategy, including EV components, ICE phaseout, ASP changes, and portfolio planning.

Automotive consulting AIEV components, ICE phaseout, ASP changes, portfolio strategy
47Tasks
14Primary
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.

Kimi K2100% pass

1/1 runs · avg score 100%

Gemini 3 Flash50% pass

2/4 runs · avg score 88%

gpt-5.538% pass

18/47 runs · avg score 53%

gpt-5.4-mini38% pass

18/47 runs · avg score 50%

gpt-5.4-nano37% pass

17/46 runs · avg score 51%

Gemini 3.1 Pro30% pass

14/47 runs · avg score 40%

Primary tasks

14 tasks with this category as their main focus.

  1. W127_AH_Task 3APEX-Agents(task_fff2cb532f724bb094ab135347c63f5b)5/9 · Fail

    Update the business case model with the new gross margin numbers. Flow these values for the model, and give the updated total gross profit values for EV, Hybrid, and ICE for each of the 3 scenarios: (…

  2. W127_AH_Task 7APEX-Agents(task_56364690260243039485520251995f57)4/10 · Fail

    Read the attached email from the EM about conducting lifecycle analysis on the SKU data and execute on the analysis in: 4. Data Hygiene / Gaps Log (Associate 2). Use values rounded to two decimal plac…

  3. W127_AH_Task4APEX-Agents(task_a8f224ee84ef44138f3c65caa162914e)0/3 · Fail

    Use the financial model with the new numbers from the finance team (attached) to calculate the 5 year values for: (1) Revenue, (2) COGS, and (3) Gross Profit. Round all final numbers to two decimals (…

  4. W127_AH_Task6APEX-Agents(task_eac321b0b2e1495b85889beef2ff89a7)8/8 · Pass

    Pull the values for each brand's SKU share. Give them as a percentage of total SKUs, and matching the platform/application and brand name. Round percentages to two decimals. Output your results as a r…

  5. World 127 TJ Task 1.0APEX-Agents(task_ed417907f78a4277ade5e6e7b1b564c4)0/6 · Fail

    Let's see how a 5% increase in COGS for all hybrid components affects overall gross profit results. Based on the client's request, we should recalculate the total 5-year COGS (€) and gross profit (€) …

  6. World 127 TJ Task 2.0APEX-Agents(task_8e592b2a3061410ebafea3183c960ff9)0/4 · Fail

    Let's model the impact of the price war in the EV charging space. There is an 8% reduction in the ASP for 'on vehicle charging hardware' across all three scenarios. We need to recalculate the revenue …

  7. World 127 TJ Task 4.0APEX-Agents(task_55f7611b8cff4448b9a88c86ef96b28a)6/6 · Pass

    Let's check how a -2/+2 percentage points (pp) in annual gross margin for all component families affects Helios' total gross profit across the three scenarios. Assume base revenue stays constant, so…

  8. 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 …

  9. World 127_HLV_Task 01APEX-Agents(task_600e75dad14c46c68fcd52a43f6446ca)2/7 · Fail

    Use the Helios customer survey to calculate average NPS scores for Pureplay EVs and EV/ICE. - If the average is 2 or below, they are promoters. They are passives if they are between 2 and 3, and det…

  10. World 127_HLV_Task 03APEX-Agents(task_626333c69ffb46d0ad041a2dd6916fdf)4/6 · Fail

    We want to understand the most important investment areas for pureplay EV respondents. The previous file contained incomplete information, so please use the newly attached updated file. Identify the…

  11. World 127_HLV_Task 04APEX-Agents(task_993a38dad72045b88ccdccadfc2f879f)6/10 · Fail

    The client wants to see the top four customers by cumulative revenue over the last three years and the average gross profit margin for each of the top customer's product families. Only include orders …

  12. World 127_HLV_Task 07APEX-Agents(task_becc9688490441baa6d7c4788c21171a)0/7 · Fail

    We are making changes to the case model to highlight a downside scenario where China's embargo on critical minerals reduces the components' margins by 50% if they are used for Hybrid and/or EV. The ot…

  13. World127_AK_Task01APEX-Agents(task_2dc966cf774848bcb30c4a59492c61b5)4/8 · Fail

    After reviewing our analysis, the client has a few more requests for us. Recall we had shown scenarios in which the company discontinues SKUs which account for 5%, 7.5%, and 10% of gross profit. We …

  14. World127_AM_Task03APEX-Agents(task_c50984179bb64d288e409c0f1370fdda)4/6 · Fail

    We have ten expert call summaries from 2022 plus our latest 2025 expert synthesis file, and we want to see how typical EV unit prices have moved for two key families. Can you read the call summaries…

Related tasks

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

  1. Marketing Case Studies_Task03_SCAPEX-Agents(task_f525769ab6a748e6855e03c95e4b4bd7)6/8 · Fail

    Using the research found on pharma marketing and articles around competitor shifts in SG&A spend, identify key trends that Impact can apply to SG&A spend that could reduce overall costs. In particular…

  2. SP Task 02 World 128APEX-Agents(task_18482ca6de9943ce814d70f2f742497f)3/3 · Pass

    I need to compare our results from the autonomous vehicle survey and the survey questionnaire against the attached 2025 launch targets. For these three metrics, calculate the percentage points gap bet…

  3. Task 9l78fe75APEX-Agents(task_8f3b740a5b62455fbbf2f8e79aaabc60)0/1 · Fail

    Using the REIT model re-calculate the Implied REIT Price Per Share using the the 25th Percentile EV/EBITDA and 2025E Revenue Growth percentage of 5%. Return to me right here the price in $ for the sa…

  4. World 127 TJ Task 3.0APEX-Agents(task_1d41b5f121724ec6bd9e22efba29f969)3/6 · Fail

    Let's calculate how much capex is not spent due to supply chain delays and how that affects Helios' total cash position. Based on the assumption that only 80% of capex is spent during 2026-2027, the…

  5. World 127_AH_Task 2APEX-Agents(task_47f6033c9a1d4a38af9edf059793720b)8/8 · Pass

    You are analyzing the results from the customer survey. The survey asked what Helios' top 3 capabilities are. The initial results came back incomplete, and there are now additional responses availabl…

  6. World 127_AM_Task 02APEX-Agents(task_4c9bf439a5224cf090ea3b3e8966a020)1/1 · Pass

    We have new expert input on pricing and content for two power electronics families. In the Helios Europe demand model, please (1) bump the ASP for "On vehicle charging hardware" by 15 percent and (2…

  7. World 128 - SF - Task 2APEX-Agents(task_cf6e24d767f24ebda4d962ee34e6a50b)3/3 · Pass

    Based on our market survey knowledge regarding autonomous vehicles, compare their sentiment towards autonomous mobility. Compare two cohorts (18–34-year-olds and 45–64-year-olds) who live in North …

  8. World 219_AE_Task05APEX-Agents(task_719041266bc54f8e951908414f467daf)4/4 · Pass

    What is the EV and implied share price of CNS in the DCF model using both Gordon growth model and exit multiple approach if each business segment grows as outlined below over the projection period of …

  9. World 221_HY_05APEX-Agents(task_4f291b8b066e413f8cd0a99c593b89e8)0/5 · Fail

    To evaluate where economic value is created in the BBDC & TPVG merger, use the comps and merger models to build a four step value creation bridge. Write your reply to me here. Set the merger model to…

  10. World 223_AE_Task_01APEX-Agents(task_70af094f3ba54789a4436c4757edf43c)2/2 · Pass

    Run a new DCF scenario. Make the following changes to the metrics in the projection period for Solventum: - Update Sales of Product, Sales of Software, and Rentals from 2025 to 2029 to be a 2-year mov…

  11. World 246_MM_03APEX-Agents(task_7937759836244ed4a9cfb65c70e0e746)0/5 · Fail

    Please get the most recent financial year’s EV/FCF multiples (cutoff date 20 Dec 2025) for the public comparables, as per the slides deck, to calculate a cleaned average using the Modified z-score (Me…

  12. World127_AK_Task03APEX-Agents(task_799bb0f9ca444c7d9c2fff7aaa4885a9)9/10 · Fail

    Based on the client’s SKU data, calculate the weighted average gross margin for each platform. Then determine the percentage price increase required for SKUs on the lowest-margin platform to raise the…

  13. World219_Seed Task_06APEX-Agents(task_0de09be0daf242208f7a60ee83bf8717)3/7 · Fail

    Using the precedents and DCF analysis calculate an implied share price for CNS to 2 decimal places. Exclude transactions where the target had <$90 B in AUM. Using the forward EBITDA from the DCF, assu…

  14. World219_Seed Task_09_FFAPEX-Agents(task_9627f5be91db4334a3f3b5d9a2747460)1/5 · Fail

    Your task is to evaluate the impact of financing constraints on Project Vanguard's take-private economics and develop a revised LBO case reflecting a capped leverage scenario using the LBO model. • T…

  15. world219_tg_05APEX-Agents(task_6ed4c4d326c04e3c9ef66be237b8dcbe)0/1 · Fail

    Can we see what the DCF per share value is if the terminal value is based on EV / AUM of the peer set? Let's exclude AMG and JHG for purposes of this exercise. Assume that AUM grows linearly with man…

  16. world219_tg_06APEX-Agents(task_1da4eacde8434166b08bd64d9011095c)1/1 · Pass

    Management believes that the appropriate valuation of the DCF terminal value is the EV / mgmt. fees portfolio multiple of the asset managers peer set per the comparables analysis excluding JHG and AMG…

  17. World223_SMN_05APEX-Agents(task_6caba0e23298489cbfc7732bf26ff1e3)4/4 · Pass

    Using the merger model and 0000066740-25-000089, please calculate: 1. The Number of Shares Repurchased. 2. The Revised Enterprise Value. 3. The Revised EV/EBITDA multiple for 3M. 4. The Revised P/E ra…

  18. World224_OS_Task05APEX-Agents(task_6cd51f118d214bb8b1fab9e3100f32e5)0/2 · Fail

    Reply back to me an updated IRR and MOIC. Round final numbers to two decimal places. Use the LBO and comps models to complete the analysis. Follow these assumptions: 1. Remove any comps with Enterpri…

  19. World224-HS-06APEX-Agents(task_a757e127fe3a4b148dadeb34ef3540f7)1/7 · Fail

    Please evaluate the impact on Elastic's IRR% at exit, assuming a slowdown in Total Revenues growth. Return the following here: Year 5 Adj. EBITDA, EV value at Exit, Net Debt at Exit, Sponsor Equity Va…

  20. World225_NB_01APEX-Agents(task_fe1efb4c8b6e436ab7a473a48efaf257)0/7 · Fail

    Calculate the price per share that a strategic buyer would need to offer for Golden Everest to consider an acquisition instead of a REIT conversion. Reply to me here with the minimum required share pr…

  21. World225_RL_Task04APEX-Agents(task_5d446011d7a44614896a8cfdee07f572)2/4 · Fail

    Edit the Valuation Summary tab of the REIT model, showing the implied upside/downside percentage for the Mid case of Scenario 1: Current Valuation. - EV/EBITDA multiple: use 50% and 55% of the averag…

  22. World226_BS_02APEX-Agents(task_5b98bfe5ef1c4832808e8a7ba4a53aaa)0/7 · Fail

    Planet Fitness is considering the acquisition of 100% stake in The Gym Group and taking it private in order to expand its presence within the UK. Using GYM H1 2025 and GYM annual 2024 docs, consider…

  23. world227_tg_05APEX-Agents(task_1554cbb3f927433da51a461ae918db31)1/1 · Pass

    Assume that Muskrat Falls Corp's (MFC) owners have decided on an LBO process. Blackstone has decided to bid for the business via its infrastructure fund. Please calculate Blackstone's "ability to pay"…

  24. world227_tg_07APEX-Agents(task_c5e7a9bdd82444c9aeb0cead96d8f5bd)1/1 · Pass

    Muskrat Falls Corp (MFC) has decided on a debt-only refinancing at market rates, i.e. Option A (Case 1 of the model "toggle") in the MFC model. MFC is valued at 12x EV / NTM EBITDA. Please calculate …

  25. World228_IA_02APEX-Agents(task_baf672af7af44162b5c53c01fe2e2b90)0/6 · Fail

    Use the valuation model, updating the 'Per Share' and 'Premium' values for the low, mid, and high cases to reflect Blackstone’s acquisition of Company X and the assumptions below. Reply back to me wi…

  26. World228_JK_01APEX-Agents(task_741cc3b250234af1bd641e1bd2a523d7)5/5 · Pass

    The current standalone DCF valuation does not include synergies. In the valuation model, re-run the analysis to include synergies, integration, and transaction costs. In the accretion dilution model p…

  27. World228_JK_04APEX-Agents(task_86de7a1a9d884d2bb1037ac181701a04)0/4 · Fail

    Calculate the 2030E discounted EV/Revenue multiples for West Pharmaceutical, Stevanato Group, Schott Pharma, and Aptar Group. Reference the valuation model on the "Trading Comps" tab. Note that the fi…

  28. World244_AS_Task03APEX-Agents(task_83bed0e08f1b45efb40ad8a64deb6fd8)1/1 · Pass

    Calculate the updated PV of FCF. Output it here. Round it to the nearest whole number, with zero decimals. Print your answer as a reply back here. Account for: 1. Identify the competitor in the compa…

  29. World244_SK_Task04APEX-Agents(task_052cc6311cf34bc6bacc4f521ba77460)0/1 · Fail

    Calculate the 2027P equity value implied by the LBO output. Replace the 2027P exit EBITDA multiple with the average calculated FY2023 EV/EBITDA multiple for CHGG and LOPE. Present the result to me he…

  30. World246_AS_01APEX-Agents(task_5a7117ac62fd4da9bec41fe8d805ee03)5/5 · Pass

    Please audit the financials of the smallest company in our Refined Comps table by market cap using only the IS, CFS, and BS from sec filings and data tools available to you. Report Adjusted EBITDA and…

  31. World246_ML_01APEX-Agents(task_16c0324b442841ec86f8ae24cbde119e)3/3 · Pass

    Update the base-case DCF model of KVUE with U.S. total equity risk premium of 4.33%, the risk free rate with the 5-Year Treasury rate and the KVUE Close share price on 2025-12-15. Let's measure the im…

  32. World246_SM_01APEX-Agents(task_7d11f0f8a4ac415599f715647d2a09e4)3/3 · Pass

    Reply back to me with the following values: - Implied share price. - Enterprise value - % weight of PV of terminal value in the total new EV. To get to the right answer, update the WACC calculation …

  33. World433_JS_01APEX-Agents(task_be78a90e872547eea75915f95ca35739)3/3 · Pass

    Magnolia Gardens has a contract with the Texas Department of Human Services (DHS) to provide services, as an assisted living facility, to DHS clients. Gregory Johns--a disabled DHS client who is in a …