Raycaster / evalsAll benchmarks

Cross-benchmark category

Document Drafting

Compare AI agent runs for Document Drafting: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can draft documents, including legal letters, memos, compliance documents, and Word-based deliverables.

Document automation AILegal letters, memos, compliance docs, Word outputs
152Tasks
0Primary
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 Flash35% pass

26/74 runs · avg score 62%

gpt-5.4-mini30% pass

46/152 runs · avg score 55%

Gemini 3.1 Pro26% pass

40/152 runs · avg score 46%

GPT-5.426% pass

34/130 runs · avg score 53%

gpt-5.4-nano25% pass

38/152 runs · avg score 50%

gpt-5.524% pass

37/152 runs · avg score 50%

Related tasks

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

  1. World417_TG_01APEX-Agents(task_d8119ffe94d4444dbfb6626cf3eab3a2)6/9 · Fail

    We just received a demand letter from Isaiah’s counsel. He alleges wrongful termination and FMLA interference. Can you look into the validity of his claims and return me back a write-up of what you fi…

  2. Change in Competitor SG&A Spend by Category_Task02_SCAPEX-Agents(task_449e96fd1efb4a7f9ecbb65e82fbd6c1)0/7 · Fail

    Analyze the SG&A files to compare the CAGR trends of competitors versus Impact’s US business across 2020–22 and 2022–24. For each SG&A Category, determine the percentage point change in CAGR between t…

  3. Determine Outcome of Shipyard Fire and DelayAPEX-Agents(task_8ec48c4dfa5e4f06b8bac76409c74d83)3/6 · Fail

    Blue Anchor recently sued us (LNG Shipping Inc.) for claims of fraudulent inducement. We filed a motion to compel arbitration after Nakamura experienced a catastrophic fire at its shipyard. The motion…

  4. Law_World_419_WA_02APEX-Agents(task_adcaf0aaa1ea46b1b0dfa735761fd4ef)2/9 · Fail

    Draft a pre-litigation legal memorandum that addresses CJ's status, financial exposure, and potential defenses under the Oil Protection Act of 1990. Create a new docx file, containing your memo.

  5. Law_World_423_DM_04APEX-Agents(task_3e4eba49c9cd4d3fa0de912ab1b1501e)7/10 · Fail

    Northstar's CEO sent me an email asking for a summary of the company’s liability under US privacy law if the incident occurred to a US customer based in Colorado. Please take the lead on drafting a hi…

  6. Law_World_423_DM_05APEX-Agents(task_58e8668c0a7c47808ff26e7b1e5105ae)2/9 · Fail

    Northstar's US customer, Zellwerk, reported a system-wide outage that delayed access to shipment-tracking data containing health-related product identifiers and customer account IDs. During the outage…

  7. Law_World_434_sg_01APEX-Agents(task_981f4f72a55c4e7598b6f23f3e576e54)0/10 · Fail

    HarborView requires all customer documents to be sent to their offices in the Cayman Islands headquarters, including information of Hong Kong customers. We’ve also already sent them documents as part …

  8. Law433_mk_02APEX-Agents(task_3742720383624ce58ef4d751f8836392)5/7 · Fail

    Can you edit the existing Grove Residency Agreement for Thomas Whitaker to make a revised residency agreement template that we can use for new residents. Please also update/add to the last sentence o…

  9. LawWorld417_AB_01APEX-Agents(task_b16c92248f9a43398791e6587a560730)0/7 · Fail

    We are working on the Angeles case. He is the custodian who sued Chasing Streams under the ADA based on his termination and failure to accommodate. It's the one where he made a verbal request, but Cha…

  10. LawWorld417_AS_02APEX-Agents(task_43de2db73b5a4d899660f13394e80085)5/10 · Fail

    As you know, the new artist montage reel is a hit. Unfortunately, one of the artists featured is not a fan of the wardrobe upgrade - Mara Sings sent a takedown notice, and we initially complied, but w…

  11. LawWorld417_AS_03APEX-Agents(task_01fef67b5576468d854319d4d8a84988)5/7 · Fail

    As you know, “Bare Bones Decor” - Ava Kim’s limited series - is near completion. We have been collaborating with Ava on this production for months, with the understanding that Streams would retain the…

  12. LawWorld417_NAF_02APEX-Agents(task_490216c0e06748fe84c5c0aa59360cba)3/10 · Fail

    Our client, William Ito, shares custody of a child with Sarah Rodriguez. Can you please review his email (pasted below) and tell me how much child support needs to be paid and by whom? Assume the gr…

  13. LawWorld417_NE_03APEX-Agents(task_384b35183b374b5482edfff4f071c834)2/6 · Fail

    We're helping one of ChasingStreams's talent partners create a project for distribution on their channel(s). In addition to providing the production stages, ChasingStreams will contribute $10,000 cas…

  14. LawWorld433_ANB_02APEX-Agents(task_b15e945697824a9ab869c8e9a402f5c1)4/4 · Pass

    Jennifer Love was the nurse assigned to Mr. Buchanan's floor, and was later designated as the corporate designee of Magnolia Gardens Inc during depositions. She is called by Magnolia Gardens Inc., to …

  15. LawWorld433_ANB_03APEX-Agents(task_e72676c169294461adff044bee6a5587)3/3 · Pass

    Does 15A NCAC 18A .1600 apply to food service in Magnolia Gardens' North Carolina facilities? Create a new documents document and respond in there.

  16. LawWorld433_ANB_04APEX-Agents(task_ea50530a09d5440996d0328aa3fbaa70)3/3 · Pass

    Magnolia Gardens is looking to renew its 2025 coverage through Valiant Assurance Ltd. for 2026, in Texas. Valiant has asked for a list including the number of patients they serve that utilize Medicaid…

  17. LawWorld433_ANB_05APEX-Agents(task_3caff6fe3a9f4a9f95e57f371a16b601)1/1 · Pass

    Sarah Lee was deposed in the case brought by Plaintiff, Daisy Buchanan. Plaintiff intends to call Ms. Lee to testify at trial. Identify which statements in paragraph 8 of her deposition transcript are…

  18. LawWorld433_NAF_01APEX-Agents(task_4fa914d8cc0f4010bb661d3e688a4c61)2/5 · Fail

    Heather Collins has started to let her care staff all take naps at the same time. Legally, can she do this? Provide me with a brief explanation of your answer, citing the relevant sources. Reply back …

  19. 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…

  20. Reconcile Compensation, Fee, and Cost Allocation Provisions Across All JV DocumentsAPEX-Agents(task_43ab089534f243eba52ee023a0508ac2)1/1 · Pass

    BlueAnchor served BlueLNG with a notice claiming to exercise its put rights pursuant to the BlueLNG Operating Agreement. Can you please review the OA and confirm whether or not BlueAnchor can actually…

  21. SP Task 01 World 128APEX-Agents(task_976f61c9753f494a9ad012af60b3309c)6/6 · Pass

    Can you look at the target Operating Mode standards and the competitor benchmark file to determine if Tesla is adhering to the capital intensity safety limit? Identify the difference between this targ…

  22. SP Task 03 World 135APEX-Agents(task_618ae695767944c1bcc964105be877e0)2/3 · Fail

    Using the State of Fashion report and the customer survey, for the Drugstores/pharmacies, E-commerce, and Department Stores channels, return the percentage point difference between the percentage of s…

  23. Task 4APEX-Agents(task_0a4ad19b76cf4602914e6b8a4f263690)3/3 · Pass

    For 2024 Won/Upsold deals with NCV ≥ 50k, determine the policy-friction risk per deal as NCV × Discount × tier multiplier × tier PFI, where tier PFI is the benchmark mix-weighted sum of Software Custo…

  24. Task 5k4j7555APEX-Agents(task_f23cb148241641f1b7c5dfbecfd3835f)0/1 · Fail

    Using the discount approval logs and the KPI chart, I'd like to get one number that tells me how risky our discounting behavior is right now. Looking at deals where the final approved discount exceede…

  25. Task acg14a6cAPEX-Agents(task_5c14b248c88842b1a3442152671cbb18)5/6 · Fail

    Can you review Sections 8.4, 9.1, 9.3,10.1,14.7 in our MSA, against the below outage scenario? A faulty update causes endpoint failures. The customer sends a breach notice by email to a support inbox…

  26. Task awys8050APEX-Agents(task_0cf6902f9ef341328e3261f7055918ee)6/8 · Fail

    CrowdStrike's general counsel sent us a complaint filed in U.S. district court by Larry Stone, alleging violations under Sections 10(b) and 20(a) of the Securities Exchange Act of 1934, as well as Rul…

  27. Task jhp9ccb4APEX-Agents(task_a7c1daf7049b46ada402eada03ad7865)2/3 · Fail

    A real-time Rapid Response Content (RRC) update is automatically delivered and it causes performance degradation in a customer’s environment. The customer did not stage deployments, had no rollback pl…

  28. Task vao7e9fbAPEX-Agents(task_0851905afc59402cbe62a7dd88bb97eb)0/1 · Fail

    One of BLPL's employees developed a long-term illness due to toxin exposure from cleaning up the oil that spilled in the M/V Red Room incident. The employee has sued BLPL for damages. If BLPL is liabl…

  29. Task yhzc9d1aAPEX-Agents(task_107a64a2aeb8439fb41c5e16d25a5326)5/5 · Pass

    CrowdStrike sent the attached list of historic stock transactions (note the document lists transactions for both Class A and B stocks). We need to determine if any of these people would be a part of…

  30. 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…

  31. W134 Nancy Task 06APEX-Agents(task_4abd78ac38024a0094fa9ae0cfd31625)3/5 · Fail

    Create a new slide pptx, summarizing the comparable SaaS deals' target company name, purchase price, ARR, and ARR multiple. Include all targets for which we have an individual case study and use only…

  32. W134 Nancy Task 11APEX-Agents(task_2fad87f261ae44d487187d8b737e11c5)4/4 · Pass

    Based on the attached table, with the asking price for each company, which competitors would have a higher 2024 ARR multiple than CompliSure even if their SMB customer count declined by 75%? State the…

  33. 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…

  34. World 128_RG_05APEX-Agents(task_953125d9b5634c68acffd075acf47448)4/4 · Pass

    Can you please use the Amensa market matrix and competitor landscape file to provide the capital budget for each business unit for the year 2026, expressed in $B? - Assume a total 2026 capital budge…

  35. World 129_CY_Task 3APEX-Agents(task_66b157482bf640cbb5c1725765e6ca9e)0/4 · Fail

    Using the latest pricing version, the revenue data by segment, and the discount approval logs, determine the average discount percentage for each of the Business and Growth tiers separately (use the m…

  36. World 129_CY_Task 6APEX-Agents(task_d8d2c6bd61d548cba10f59af2d6c9559)8/8 · Pass

    Using Brightpath's Discount Approval Logs, review each approver’s total score and rank. Reply to me with a short message here, outlining your findings. Scores are determined using four criteria: 1. …

  37. World 130_JB_Task xnxu78f8APEX-Agents(task_8ad37c5248434c99a23c0b6d6524e9d2)0/8 · Fail

    To implement the required roadmap for our recommendations, we need to identify what roles and plants are most and least willing to go through a digital transformation. We will start with a small tra…

  38. World 133 EL Task 03APEX-Agents(task_d01a20f9321341b39059a7629a365232)1/1 · Pass

    Estimate the contribution (in $M) that Summit's loyalty program members will make to its 2025E Program EBITDA in $ millions. Assume that Summit's loyalty program members will contribute, as a % of 20…

  39. World 133 GE Task 3APEX-Agents(task_a28da7dd7f41448d8c6ced3a2a62debe)3/3 · Pass

    We need additional analysis for 2025 cost per activated member (CPAM) under 3 scenarios. I want you to edit the PnL workstream draft deck with this new information you'll calculate--> the 2025 CPAM ($…

  40. World 134 Nancy Task 02APEX-Agents(task_3763fab0373b4f59a98f11a97eedcb15)0/1 · Fail

    If CompliSure experiences the changes outlined in the attachment starting in 2026, what is the expected impact to free cash flow in 2030? Assume Interest Expense remains the same % of EBIT, and Inco…

  41. World 134_RG_01APEX-Agents(task_ded0b246614049ab85ad985d45e44a30)1/1 · Pass

    Estimate and provide the Manufacturing SOM for CompliSure for the year 2035. Use the 2025-29 CAGR from the manufacturing SAM forecast in the vertical deep-dive manufacturing report as a constant annua…

  42. World 134_RG_05APEX-Agents(task_f029be9cd145432599e5627d4111af24)0/3 · Fail

    Based on the attached findings from the top 3 research firms, what is CompliSure’s expected revenue ($M) in 2030 for each scenario? For each scenario, please assume that the overall market size in 20…

  43. World 135_KS_Task 1APEX-Agents(task_228a3fbc80844fc595cbaa725eca215b)3/8 · Fail

    Using the State of Fashion Beauty report for June 2025: 1. Identify whether consumers are more likely to save or splurge on facial serum and brow product. 2. State the net intent percentages of cons…

  44. 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…

  45. World 225_JE_04APEX-Agents(task_2802d722ce6d40279fd0931576d2ed88)1/6 · Fail

    Golden Everest's management team plans to issue a 10-year debenture of $3,000 million at an interest rate of 5% at the end of 2025E. Use the REIT model to model Golden Everest's year-end cash balances…

  46. World 225_JE_06APEX-Agents(task_0b98625e02d34f888a76254fd8ce9f75)0/1 · Fail

    Calculate the weighted average cost of capital (WACC) for Golden Everest. Write back your reply, accounting for the following: - Utilize the REIT structure mid case scenario for 2025E in the model. - …

  47. World 419_UM_01APEX-Agents(task_ef71da92049944b4b9985c776b72d3bf)3/10 · Fail

    We are faced with a claim from one Jack Sparrow. He alleges that his fishing boat and equipment were damaged by the M/V Red Room's pollution incident and is demanding compensation from Cooper/Jeffries…

  48. World 419_UM_02APEX-Agents(task_ee25ae5557074bbaac24113f0412275d)0/2 · Fail

    I need your help determining how much will be covered by MARINEX under our current insurance policies, between the cleanup costs incurred after the incident and Jack Sparrow's claim. Please see if Cap…

  49. World 420_dds_03APEX-Agents(task_8b881ab96d114632bfdbe3ad35684f33)5/9 · Fail

    Prepare an analysis regarding Livyra's Bencontra promotional activities. Take a look at the case file, paying close attention to the email communications as well as the relevant case law, statutes and…

  50. World 420_LB_04APEX-Agents(task_9e919cde8791468cadce433c3c9eef09)1/6 · Fail

    Livyra would like to put out a simple direct-to-consumer (DTC) advertisement for Bencontra. In an effort to avoid anything that could be construed as off-label promotion, the DTC advertisement would n…

  51. World 420_LB_06APEX-Agents(task_3ff7f71e606840d09b4d64bd88398799)0/2 · Fail

    You are an attorney. Please review the document regarding circulation issues associated with Bencontra. Does Livyra's dissemination of this document to a doctor who prescribes Bencontra appear to meet…

  52. World 420_ZT_02APEX-Agents(task_4fe676ac270b404c9104c758bd3964dc)1/1 · Pass

    Review the attached email (stored as a docx file), as well as the cases available in the world. Write a message to me, outlining whether John’s actions constitute unlawful off-label promotion.

  53. World 421_OO_01APEX-Agents(task_8702e946cbad4a56886fcd7ea18cd5b2)6/10 · Fail

    Our client, SLL, offers discounts to senior clients who opt into receiving texts about new products and services when they apply for loans from SLL. A prospective customer, Angie, agreed to receive …

  54. World 431 Task_EL_02APEX-Agents(task_758d25eced8c469d944663dd33220df5)4/5 · Fail

    Go ahead and check the terms of the Letter of Intent ("LOI") and the final draft of the lease to see if there are any inconsistencies between the two documents. If there are, please list each inconsis…

  55. World_223_IL_01APEX-Agents(task_1b4e8b477170491287e72bdd45eb4763)0/1 · Fail

    Solventum (SOLV) announced a $2.0 billion strategic expansion funded with 70% debt and 30% equity, which caused its share price to increase by 5% relative to the closing price on 11/18/2025. Using the…

  56. World_421_ANB_01APEX-Agents(task_501a59d44c6846e8a6dd3ee4a9373abf)6/8 · Fail

    We have a call tomorrow with SLL. To help me prepare, can you tell me whether SLL’s new text marketing campaign meets the strictest consent requirements of the TCPA? And is this legal standard still c…

  57. World_421_ANB_03APEX-Agents(task_2f4081fb460f4ce79a091be3ffb64b93)7/9 · Fail

    Senior Living Lending, Inc. ("SLL") emailed me because they are concerned that responses to their ad campaigns may fall under the Telemarketing Sales Rule (“TSR”). Can you please draft the content for…

  58. World112-1_Task02_TBAPEX-Agents(task_87dd4d824ff84835b0ed505d2499c15a)0/3 · Fail

    I want to inform client discussions around what action to take regarding sourcing of materials and the speculated tariffs. Can you summarize averages of the following 3 data points pertaining to tarif…

  59. World112-1_Task05_NAAPEX-Agents(task_b63eb63a9b964203bb7033ed3682f06e)2/3 · Fail

    We need to perform a payback period analysis for the investment to upgrade Lorexa's equipment to adopt continuous manufacturing. The methodology and results of the previous cost-benefit analysis of up…

  60. World112-1_TK_04APEX-Agents(task_854fefdbea5740a3a238c5930c2721e7)2/2 · Pass

    Can you please calculate the z score of US 2024 Average Monthly Revenue per Head, for all of Impact’s sites? Use a distribution of US 2024 Average Monthly Revenue per Head per site for all the sites i…

  61. World125_Task01_NAAPEX-Agents(task_dbf1b00ea3cc4a59af744f370f7a1acf)4/4 · Pass

    Using the 2024 annual report, identify whether Impact Therapeutics sells primarily branded drugs. A company sells primarily branded drugs if the majority of drugs have launch dates within the last 7 y…

  62. 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 …

  63. 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…

  64. World130_Al-Zhoheir_Hajim_1APEX-Agents(task_3d4d03776d704758bb1bb9931e301b1c)0/9 · Fail

    1. Give me the total labor cost for each plant location. 2. Give me the efficiency gains for each plant location. West North Central division plant locations only have a 10% annual efficiency gain f…

  65. 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…

  66. 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…

  67. World132_DA_Task07APEX-Agents(task_9e9514d5f4914c8fabe9734b242aed3a)0/1 · Fail

    Using the McKinsey wellness report and our buyer profile analysis, recalculate Supplement pricing with two factors only: Vitamins and Supplements preference and increased spending. Apply as multiplie…

  68. World132_PM_Task03APEX-Agents(task_0f43cdc217ae4d1b87a2023800167f74)4/4 · Pass

    We want to assess PureLife's 2025 potential global revenue. Assume the following about the 10 markets (Australia, Brazil, China, Japan, Eastern Europe, Germany, India, Mexico, UAE, UK): - PureLife ac…

  69. World133_ln_05APEX-Agents(task_b95db15ad91d4883b23e79d1c1573eb1)6/7 · Fail

    Prepare a new memo, and put it a new document file you make. I will be sending it to James Brown, CEO of Summit, on behalf of The Strategy Team. It should outline the total cost of labor for each pha…

  70. World135_KS_Task 3APEX-Agents(task_b039d9d896d546e8a9ab788a5a3a442f)7/7 · Pass

    Use the State of Fashion Beauty report for June 2025 to identify which 3 countries have the most customer engagement in live social media shopping events, measured by the percentage of customers who h…

  71. World135_SF_Task03APEX-Agents(task_a30290ac68fb47128b1917d3fc226aba)5/5 · Pass

    Prepare a memo which identifies the delta (in basis points) between McKinsey (June State of Fashion report) and Lumea's (final market sizing model) 2030 projections for Global beauty sales by channel …

  72. World219_Seed Task_04APEX-Agents(task_eb001a3a7d59493f8541aba607e3f255)0/2 · Fail

    Using the DCF calculate the implied levered FCF yield for CNS in 2030E for (1) the perpetuity growth method and (2) the exit multiple method. Assume a 10% WACC, 2% terminal growth rate, and an 11x exi…

  73. World221_jd_2APEX-Agents(task_8a5a79b7a16d42bc90b2eab642298aa9)0/1 · Fail

    If BBDC had effectively merged with TPVG at the end of September 2025, what would be the expected synergies (in dollars) in one and a half years post-closing? You can assume the synergies equal 10% o…

  74. 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…

  75. World223_AV_04APEX-Agents(task_a7c1e23437d1451ca11f4ff27105fa40)1/1 · Pass

    Under Scenario 1 in the Accretion / Dilution Model, 3M will use 50% debt / 50% equity. $250 million in pre-synergies were identified. Use the following assumptions in the Assumptions S1 tab of the Acc…

  76. WORLD223_ES_05APEX-Agents(task_340d128cb49e4df5952885b707a1cddd)3/7 · Fail

    Assume that no transaction happens with SOLV. Now, calculate the impact of a large investment in AI for MMM shareholders as an alternative capital allocation strategy using the accretion dilution mode…

  77. World224_ES_02APEX-Agents(task_4e38ae1e886d46979130923154324782)3/8 · Fail

    Benchmark the results for Elastic NV Q2'FY26 (ending 10/31/2025) against their industry peers as reported in Public Comparables (for Q2). 1. Calculate the public comparables mean (average) for Market…

  78. World224_OS_Task01APEX-Agents(task_dc0a54118f21451f891311e869b1847c)0/1 · Fail

    Return the Year 1 - Year 5 CAGR for Adjusted EBITDA. Round to two decimal places and display percentages with %. Write your answer straight back. I want you to use this info to update values in the …

  79. World224_OS_Task03APEX-Agents(task_b8c97dbd83754a6fa133b0c01a318497)0/2 · Fail

    Print out here the updated IRR and MOIC, rounded to two decimal places. Use the precedent transactions document and LBO model to complete the analysis. Assumptions: 1. Adjust the LBO model to have t…

  80. 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…

  81. World224_SK_Task01APEX-Agents(task_9244a2b59db64d708a35fe0ae2d6c8b3)0/2 · Fail

    Use the LBO model. I want some new analyses: - Decrease the “Premium” from 35.0% to 25.0% on the "LBO" tab - Decrease the “Adj. EBITDA Multiple” from 40.0x to 25.0x on the "LBO" tab - Update revenue g…

  82. World225_MB_03APEX-Agents(task_da02bbee7c574ac4b73a630d0b53c221)3/3 · Pass

    Using the 'Projections (C-Corp)' tab in Golden_Everest_REIT_Analysis compute the Net Income for 2029E given the following scenario: - Assume tax rates are 15.0% for 2025E through 2029E - If net incom…

  83. World226_RM_02APEX-Agents(task_ffb8c59f52344a9494b3f14f06af692d)0/2 · Fail

    Using the LBO analysis, conduct a Purchase Price Allocation to show the amount of pro-forma goodwill created from this transaction. Also show the allocable purchase premium. Round all monetary values …

  84. World226_RM_04APEX-Agents(task_06a33a12bddc482fbbb01ae1752e1907)1/3 · Fail

    Update the LBO model to include an incentive payment structure of PLTF management post-transaction. Assess the impacts on the 5-year LBO analysis. Management is eligible for these payments each year …

  85. World226_RM_06APEX-Agents(task_54ae828f3195491cbcce187e3890a2f0)0/2 · Fail

    Output the year 5 Equity Value to Sponsors and IRR (with a 5 year exit). From the existing LBO model, update values to both a 20% equity rollover from existing shareholders and a 10% management option…

  86. World228_JP_03APEX-Agents(task_44c2d2132f9542d8b684f89f7177b9e9)1/1 · Pass

    If the value of ATRs holdings of Goldrain and YAT appreciated by 5% and 10% respectively, from the end of 2024, while all other equity investments remained constant, what would the new total value of …

  87. World228_JP_05APEX-Agents(task_a7571304d554476498169424570451e3)0/1 · Fail

    ATR is expecting to write down the goodwill related to Pharma to zero following the merger with GXI. Referring to the 2024 ATR 10K calculate the new total ending Goodwill under this write down scenari…

  88. WORLD246_HL_01APEX-Agents(task_6fa5694c8bbe434e944d76e6782369b1)1/3 · Fail

    For the Kenvue deal, please send over the below draft figures for pre-deal target multiples for FY24. Utilize potential median deal value Return to me a message with: Deal value/EBITDA, Deal value/EB…

  89. World246_RL_07APEX-Agents(task_7c394865481b40cdbdd577a039825679)0/1 · Fail

    If you updated the long-term growth rate in the DCF model to be the percentage increase in CPI in 2025 from January 1, 2025 to November 1, 2025, what is the updated implied share price? Also, increase…

  90. world415_aeu_01APEX-Agents(task_7952b3923473458ab7c415da7be74810)4/10 · Fail

    We want to get ahead of preparing a settlement agreement for the Delta matter. Can you let me know which of Delta’s original causes of actions are no longer live as we head into the pre-trial conferen…

  91. world416_BB_01APEX-Agents(task_0b9134a634c14f24a6c256d034a6c130)2/3 · Fail

    TAC and its supplier executed the first draft of the Master Supply Agreement document (Template 1) as of April 1, 2025. President Trump announced additional tariffs on July 20, 2025. The supplier's r…

  92. World416_TK_02APEX-Agents(task_3a57257634404d0584a5bd7ce7846b89)0/1 · Fail

    TAC has just informed us that they expect a 20% drop in gross margin due to import tariffs. TAC has posted the information on their website as they have done in the past. Write me back a brief message…

  93. World416_TK_04APEX-Agents(task_5eec5f9ff1234067859443ab0a6c402d)1/2 · Fail

    Review the two supply agreement templates, Master Supply Agreement Template 1.docx and Master Supply Agreement Template 4.pdf, along with the attached files (UCC §2-209 and Restatement (Second) of Con…

  94. World417_TG_03APEX-Agents(task_2f209bd1a8974f5fad59377f8e315910)1/1 · Pass

    In preparation for ParaZon's HSR submission, please review the email exchange between it and ChasingStreams, its lost aircraft memo, and its member admission memo. Identify which of these files is re…

  95. World417_TS_03APEX-Agents(task_7a9c79c92d95434cb642ef8c3cccfc60)1/7 · Fail

    Our client, Chasing Streams, LLC, needs to know whether or not it might be liable to either or both employees who filed suit against it for violation of the California and/or Federal WARN Act. Please …

  96. World418_AH_01APEX-Agents(task_4c76ef32414a490ebdf5a68aac57e6ca)1/1 · Pass

    Review the shipbuilding contract ("Contract") and draft assignment agreement for the Contract (the "Assignment"). The Assignment will be used by LNG SHIPPING INC. ("LNG") to assign the Contract to its…

  97. World418_BA_01APEX-Agents(task_9509d6400e0c4e67a2222316744e7ded)2/10 · Fail

    Does any agreement between us and BlueAnchor create any non-disclosure obligations preventing our owner from publicly announcing the deal? Write me a short reply back that I can review and send.

  98. World418_EK_01APEX-Agents(task_08c22c6bd072423284c2da7fb190b8bd)3/5 · Fail

    Does assigning the shipbuilding contract to the JV require any other member consents (under the JV Operating Agreement) that we don't already have? Write out your answer to me here, and give a short …

  99. World419_AH_01APEX-Agents(task_f948569c92d1495eb7cbaf75570f65c8)0/6 · Fail

    I don't have a copy of our policy for Marine Pollution Legal Liability insurance, but it is identical to the draft terms we have in our files. Our insurer assured us that the 180,000 gallon crude oil …

  100. World419_AH_02APEX-Agents(task_a28445db856341ecb5c47d86e488b3d4)0/1 · Fail

    The containment and remediation efforts for the crude oil spill were successful, and our total liability was $1.5 million, which we claimed under our insurance. 6 months after the spill, we were con…

  101. World419_AH_03APEX-Agents(task_c24da23b0e1042238997125c77506557)0/2 · Fail

    On November 20, 2024, the M/V Red Room struck a submerged object on the bed of the Ohio River. The Incident resulted in a hull breach and the discharge of crude oil into the Ohio River. During subse…

  102. World419_DM_02APEX-Agents(task_410408825872453bacd57f4ba8a3ae0a)1/3 · Fail

    Evaluate the maximum total potential liability for Star Tankers International Ltd. compared to Cooper/Jeffries Energy Corporation under the Oil Pollution Act for the incident with the M/V Red Room. D…

  103. World419_UM_03APEX-Agents(task_6da3bb6f58b94ae0b18380608546a7e1)4/6 · Fail

    Following the M/V Red Room incident, Cooper/Jeffries incurred $1,800,000 in cleanup costs. The company equally settled a claim in the amount of $295,000 from Captain Jack Sparrow, a fisherman whose bo…

  104. World421_AP_02APEX-Agents(task_a128ae61064c45b7b018d066e9838fcc)5/9 · Fail

    We received a complaint from Barbara Smith who alleges that SLL sent eleven text messages to a cell phone number that she had placed on the National Do-Not-Call Registry and provided to her eighty-fiv…

  105. World421_KA_01APEX-Agents(task_8dc8e0ec2a204b1ba18f068967cee6dc)3/4 · Fail

    Would you please review the 50-State Survey of Telemarketing Laws document and identify whether or not there are any states missing from the list in the document? Then, send me the list the of missing…

  106. World421_mc_08APEX-Agents(task_3f9c85928e99498f818befbbdb35907c)9/10 · Fail

    Can you create a GLBA-compliant privacy framework (and put it in a CONCISE documents document that you create new) for SLL's text messaging program that addresses initial privacy notice delivery via S…

  107. World421_OO_02APEX-Agents(task_fe573b8ce38d4a9f9642fbe7b8f11358)5/10 · Fail

    Our client, SLL, needs to understand whether their new customer marketing initiative is legal and what risks are likely. In this initiative, SLL is creating marketing texts and sending them to custom…

  108. World421_TG_02APEX-Agents(task_0ae01f72a4e34633855686b7b0e8d455)5/10 · Fail

    SLL received a complaint from a customer regarding our text message campaign (which promotes a reverse mortgage product to existing HELOC customers that are 62 years or older). The customer received t…

  109. World421_TG_03APEX-Agents(task_b3b22cc6374e42f39cb07b5aa0a6d0f3)7/9 · Fail

    We've just received an MRA from the CFPB for our policies and procedures, so I need your help to draft our response. Can you let me know if our Complaint Response and Regulatory Investigation Protoco…

  110. World423_DPM_01APEX-Agents(task_73363f7afa084f98aeb61ff19ecfabad)0/2 · Fail

    Evaluate whether the breach notification requirements to EU/EEA customers in Version 1 of the Breach and Incident Response Policy are compliant with the GDPR, by answering the following questions: 1) …

  111. World423_DPM_02APEX-Agents(task_327f2507ef39488d9dfc3fbf05ef4c2f)0/4 · Fail

    Review the Controller-to-Supervisory Authority Notification Template, along with the timing set out in the V.2 Breach & Incident Response Policy, to ensure compliance with the notification requirement…

  112. World423_JS_01APEX-Agents(task_afcdcb040d924d4289b2a739e6ac4c49)3/5 · Fail

    Let's assess the applicability of the statement of "[t[hese data elements constitute personal data for GDPR purposes because they relate to identifiable users, even though no directly identifying attr…

  113. World423_JS_02APEX-Agents(task_7e51ed8994924d8d9f92938fd8cf9fd2)5/9 · Fail

    It has come to our attention that some of the data transferred by the "Diagnostics Analytics Module" related to residents of Colorado. Does Colorado Law require us to notify Colorado residents of this…

  114. World425_AVK_01APEX-Agents(task_b78c4510be784e6a8b8f0394aafd785d)0/1 · Fail

    Summit Filing Solutions, Inc. bought a building in 2018 for $350k. It spent $250k on the buildout. It sold the building on June 20, 2022 for $1.2M. Review the diligence memo and current cap table. Sta…

  115. World425_jcf_01APEX-Agents(task_8705d28530a94c2880fbfd7190e257d4)6/9 · Fail

    Revise the Stock Purchase Agreement. I want you to edit the existing file. I want you to protect the Buyer given a potential $399,540 tax exposure tied to Summit’s potentially invalid S-Corp election…

  116. World425_jcf_02APEX-Agents(task_0dab65657186412983c2c04e363fe40e)5/10 · Fail

    Review the shareholders agreement and identify any provisions that may cause issues with Summit's S-corp status. Identify corrective procedures that may be available to Summit. Print back what you fin…

  117. World425_jcf-03APEX-Agents(task_b68a970f95ea48019176f0be1f73e61b)6/7 · Fail

    Review Summit's records to determine how Summit can correct any potential questions about the validity of its S corporation tax election. Write a tax memo and put it in a New document (docx) for me t…

  118. World425_jrf_01APEX-Agents(task_11893dcabbe34b0aa991516dfe7edcba)3/3 · Pass

    We need to review Summit's historical distributions. Write me a memo analyzing whether Summit's shareholder distributions are in accordance with US tax code. Cite the exact tax code in each instance (…

  119. World425_RO_02APEX-Agents(task_2f85463493f14785beda2ef2d316309a)2/3 · Fail

    On 12/1/2028 our client, Summit, informed us they received a claim from Harbor Bridge for failure to disclose a phantom stock plan during the sale transaction we helped them with back in 2025. The cla…

  120. World425_tas_01APEX-Agents(task_876ace32decb4f26a3f7a7c3bf50bab7)6/6 · Pass

    Review the due diligence file for Summit Filing Solutions, Inc. and identify any potential deficiencies relative to its claimed status as an S-Corporation. Draft a set of indemnities, for incorporati…

  121. World425_tas_02APEX-Agents(task_ce4a398d9cf64e63aa54cb88b6615c93)5/6 · Fail

    Review the due diligence file relative to the S-Corp election of Summit Filing Solutions. Determine whether the S-Corporation election was timely made, the date on which it became effective, and any …

  122. World425_tas_04APEX-Agents(task_b9b58e483f384c5990900ef2d8c9fe17)3/4 · Fail

    Harbor Bridge has recently expressed concern that certain provisions of Summit's Amended and Restated Shareholder Agreement may be inconsistent with Summit's S-Corp election under 26 U.S.C. § 1361 and…

  123. World425_tas_05APEX-Agents(task_ed6f8d835b0141309442d2c373d1c5da)5/8 · Fail

    As you know, Harbor Bridge Private Equity sent initial inquiries to Summit Filing Solutions ("Summit") on matters related to Summit's S-Corp election. Laura Kensington, Summit's Acting CEO, responded…

  124. World425_tas_07APEX-Agents(task_f8f47a9c94874854a24936d81a89fdfb)6/9 · Fail

    We have been asked to determine whether the S-corporation election of Summit Filing Solutions, Inc. ("Summit"), which Summit claims was effective on 1/1/19, was terminated. Please analyze Summit's Sha…

  125. World431_amk_01APEX-Agents(task_c7fc2009b5b849b4b769f0eafe64f461)0/2 · Fail

    MGR Real Estate Inc. (the "Lessor") and "AI Automation Group, LLC" (the "Lessee") entered into the final lease agreement on December 5, 2025 for 2020 Main Street, Irvine, CA (the "Premises"). On De…

  126. World431_amk_02APEX-Agents(task_76585a8b9eb3423895795c8715f924c7)2/5 · Fail

    MGR Real Estate Inc. (the "Lessor") and "AI Automation Group, LLC" (the "Lessee") entered into the final lease agreement on December 5, 2025 (the “Lease”) for 2020 Main Street, Irvine, CA (the "Premis…

  127. World431_AVK_01APEX-Agents(task_611b910ce2514004993effe836ef3d74)2/6 · Fail

    On December 10, 2025 prior to closing on the lease with MGR Real Estate, Inc. ("MGR"), Grace Joblin passed away. The draft consent was not signed by the members of AI Automation Group, LLC ("AIAG") au…

  128. World431_AVK_02APEX-Agents(task_829dd434f17b415c951bd7b7f543d35e)1/1 · Pass

    In addition to the 15,000 sq ft rented to AI Automation Group, LLC (“AIAG”), MGR Real Estate, Inc. ("MGR") rents a total of 157,235 sq ft. of space to the other tenants in the building. Using the FINA…

  129. World431_AVK_03APEX-Agents(task_ccd303088b344ea8b81c13dc04309142)0/2 · Fail

    Review the attached documents to determine the amounts to be distributed from AI Automation Group, LLC ("AIAG") to Shohei Yamamoto and Janet Swift. Get me your reply right back here.

  130. World431_AVK_04APEX-Agents(task_0b6e147c84754379a4e8f3a9057336f8)5/6 · Fail

    Is Agility Tech Solutions LLC's notice to extend the Term of the Lease valid? Please return to me a short explanation based on the lease provisions in your answer, thanks!

  131. World431_DM_01APEX-Agents(task_286b3c8f3efc44299eaa62dd70054bad)3/3 · Pass

    MGR Real Estate Inc. ("MGR") and "AI Automation Group, LLC" ("AIAG") entered into the final lease agreement on December 12, 2025 for 2020 Main Street, Irvine, CA (the "Building"). On December 15, 2025…

  132. World431_DM_02APEX-Agents(task_f31aa2ecb08b4843ab62cba393599947)0/3 · Fail

    MGR Real Estate Inc. ("MGR") and AI Automation Group, LLC ("AIAG") entered into the final lease agreement on December 12, 2025 for 2020 Main Street, Irvine, CA (the "Building"). A couple years later, …

  133. World431_DM_03APEX-Agents(task_65f3283e76254376bb94f65cc9f14897)4/5 · Fail

    Given the information below, is AIAG correct? Print your reply to me here. Give me a Yes/No, and a 1-2 sentence explanation. MGR Real Estate Inc. ("MGR") and "AI Automation Group, LLC" ("AIAG") enter…

  134. World431_DM_04APEX-Agents(task_cba85c18cb7c456da8497c1018c75b16)0/3 · Fail

    MGR Real Estate Inc. ("MGR") and "AI Automation Group, LLC" ("AIAG") entered into a letter of intent (“LOI”) on December 2, 2025 for 2020 Main Street, Irvine, CA (the "Building"). The letter included …

  135. World431_DM_05APEX-Agents(task_18263dbcc46a4fabaf9b7b6f243aa748)3/3 · Pass

    MGR Real Estate Inc. ("MGR") and "AI Automation Group, LLC" ("AIAG") entered into the final lease agreement on December 12, 2025 for 2020 Main Street, Irvine, CA (the "Building"). The Parties mutually…

  136. World431_DM_06APEX-Agents(task_70328d2e54c04d4cb829435037f3c548)0/4 · Fail

    MGR Real Estate Inc. ("MGR") and "AI Automation Group, LLC" ("AIAG") entered into the final lease agreement (the "Lease") on December 12, 2025 for 2020 Main Street, Irvine, CA (the "Building"). On Dec…

  137. World431_jcf_01APEX-Agents(task_55636a0feecb473bbc8d6a447261aec4)0/2 · Fail

    Refer solely to "Lease v3 2020 Main AI Auto CBA 12042025.docx", the version of the lease that was executed. We need a determination on the Commencement Date for the lease. Reply to me right here with …

  138. World431_JS_01APEX-Agents(task_7a420a91d97b4bad8c88e994f8df7768)2/2 · Pass

    2020 Main Street, Irvine (the “Premises”) needs a new HVAC System in order to accommodate INTELLIGENCE INC.'s server rooms. INTELLIGENCE INC. is a tenant at the Premises. The HVAC system will replac…

  139. World431_JS_02APEX-Agents(task_0d1c4041b5e945bc867fa627e302b503)2/2 · Pass

    MGR Real Estate Inc. (The "Lessor") and "AI Automation Group, LLC" (the "Lessee") entered into the final lease agreement on December 5, 2025 for 2020 Main Street, Irvine, CA (the "Premises"). On Decem…

  140. World431_JS_03APEX-Agents(task_d7d932117f2141eba5b8b142fa862a6b)0/2 · Fail

    AI AUTOMATION GROUP, LLC (The "Lessee") is leasing a portion of 2020 MAIN STREET, IRVINE, CA (The "Premises") from MGR REAL ESTATE INC. (The "Lessor"). As part of its business, the Lessee makes intell…

  141. World431_JS_04APEX-Agents(task_78b12b856287427d86e75dadc6ffa465)0/5 · Fail

    MGR REAL ESTATE INC. (The "Lessor") is leasing 2020 MAIN STREET, IRVINE, CA (The "Premises") to AI AUTOMATION GROUP, LLC (The "Lessee"). The Lessee asked their lawyers to identify provisions that are …

  142. World431_JS_05APEX-Agents(task_35d3f7c310b7451fa7400ebc3a0ff372)0/2 · Fail

    MGR REAL ESTATE INC. (The "Lessor") has leased a portion of 2020 MAIN STREET, IRVINE, CA (The "Premises") to AI AUTOMATION GROUP, LLC (The "Lessee"). The lease started on December 5, 2025. The Lesse…

  143. World431Task_EL_01APEX-Agents(task_323b4e29af5e4c7f86eaf4a24c4487ad)4/6 · Fail

    After execution, the lender's lawyers identified issues with the final estoppel certificate. Draft a new estoppel certificate that fixes the issues with the current "final" one. Create a new document…

  144. World433_JS_05APEX-Agents(task_828f11b8209f4b53bdf1e836762363d8)4/6 · Fail

    We are doing a compliance review to ensure that the General Resident Agreement Template complies with all applicable State laws and regulations. Please review the General Resident Agreement Template…

  145. World433_JS_08APEX-Agents(task_1d28a1ef3e8c44eeac211afdad56ccca)3/3 · Pass

    We are in the process of doing compliance checks on the Magnolia Gardens General Resident Agreement Template. We are currently examining whether the General Resident Agreement Template is in complianc…

  146. World433_MMF_02APEX-Agents(task_680f8581e29f4aefb3a9bc2a8f77bbb0)3/8 · Fail

    Review Dr. Anderson's expert report and analyze whether (1) her opinions as to cause of death are admissible and (2) whether you believe there is a greater than an 80% chance of surviving a summary ju…

  147. World433_MMF01APEX-Agents(task_b5481555a1c94da6bf78baf87165851c)5/10 · Fail

    Can you please draft a short legal memorandum analyzing whether the eggshell skull rule applies with respect to the plaintiffs' claims against us in the wrongful death complaint? Please also conclude …

  148. World434_DPM_01APEX-Agents(task_85f48fa8ecc04d9eb5a56a6e95aa3a88)3/3 · Pass

    Review the URA Land Search Report, based on the relevant provision of the Planning Act, what is the potential maximum financial penalty regarding TOP/2018/04576 as of January 1, 2025? Assume that the …

  149. World434_DPM_02APEX-Agents(task_6790bd5747ca479b810c4e33bf423c02)6/7 · Fail

    As of January 1, 2025, SecureBox Self Storage has not made any changes to the Emergency Exit Signage and Lighting. If the FSD inspection report is considered a fire safety direction, what is the maxim…

  150. World434_IG_01APEX-Agents(task_173fa342dcb244929dc2e7c4dad12a2b)3/3 · Pass

    We had a number of compliance memoranda drafted regarding our ongoing acquisition of the storage facility companies. For the third memo listed in the compendium, do we have to comply with all the laws…

  151. World434_JS_01APEX-Agents(task_45c2f4ca9ee742c5ac9ca281d4bc5195)3/4 · Fail

    Harborview Capital Partners, L.P. ("Harborview") has decided to lease one of the Singapore properties it acquired. The property is 14,000 square feet and is going to be used to sell bicycles and has s…

  152. World434-TK-01APEX-Agents(task_27a6c866aa224da5aeefc17533019924)1/3 · Fail

    Post-closing, the Fire Department issued a fine for pre-completion non-compliance at one of the facilities, and the buyer paid the fine to avoid operational disruption. Take a look at the Secure Box…