Raycaster / evalsAll benchmarks

Cross-benchmark category

Employment Law Analysis

Compare AI agent runs for Employment Law Analysis: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can analyze employment law questions involving WARN Act, ADA, FMLA, wrongful termination, and workplace compliance issues.

HR legal AIWARN Act, ADA, FMLA, wrongful termination, child support
31Tasks
26Primary
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-5.526% pass

8/31 runs · avg score 50%

gpt-5.4-nano23% pass

7/31 runs · avg score 48%

Gemini 3 Flash21% pass

4/19 runs · avg score 49%

gpt-5.4-mini19% pass

6/31 runs · avg score 46%

Gemini 3.1 Pro19% pass

6/31 runs · avg score 39%

Kimi K217% pass

4/23 runs · avg score 41%

Primary tasks

26 tasks with this category as their main focus.

  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. 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…

  3. 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…

  4. 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…

  5. 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…

  6. 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…

  7. LawWorld417_NE_06APEX-Agents(task_76c43bb44ab54ab8b42269303dedf83a)1/6 · Fail

    We will layoff our Head of Production Sarah Rodriguez as part of the upcoming merger. Please review Section IV of Sarah's layoff and WARN Notice and let me know if the language violates WARN. Answer t…

  8. 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 …

  9. 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…

  10. 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…

  11. World 219 - AE Task #2APEX-Agents(task_bb48b8b37be243d3801b667a0f75d574)2/2 · Pass

    Using a discounted cash flow (DCF) model, what is the implied share price under the following assumptions: - Revenue growth is 2.0 percentage points lower than the current growth rates in each year fr…

  12. 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 …

  13. world130_HO_02APEX-Agents(task_cfca811300e14fe8ae12e0f97f6c6c78)9/10 · Fail

    Analyze the operational efficiency at HarFeast and assess how many inefficient employee hours each plant is recording on average. Which plants have the most efficient operations and the least efficien…

  14. world130_HO_04APEX-Agents(task_619f045f82f340a3871847bf1e7e2b40)0/9 · Fail

    I want to quantify the average annual productivity loss at a cost level for each employee in each primary role based on the sum of average hours spent doing manual entry, searching data, and fixing er…

  15. world130_HO_08APEX-Agents(task_1e19b26b91804fe386ef911e347df0f8)0/2 · Fail

    The client sent us employee wage data (attached), so we need to update our assumptions in the financial analysis section of the survey analysis report to display the updated annual productivity loss f…

  16. 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…

  17. world219_tg_04APEX-Agents(task_95a11015406f43a597c0b68c0b2e429a)0/1 · Fail

    Assume that CNS has been taken private as of the start of FY25E. The new PE owners have decided to reduce employee compensation by 50% of the value of stock-based compensation in the previous LBO fore…

  18. World228_SM_Task04APEX-Agents(task_00db129e3bd9497da0acf6470a1d33d2)2/2 · Pass

    Please access the 2024 Huhtamaki Annual Report and calculate the Net Sales per employee at end of period for 2023 and 2024. Reply to me here with the the Euros per Employee, rounded to the nearest ful…

  19. 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…

  20. 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 …

  21. World417_TS_04APEX-Agents(task_6caf6e9032174bac8f69edf07deb06f0)0/3 · Fail

    As part of the completed merger, ChasingStreams transferred to ParaZon thirty employees, who would continue the same work under ParaZon’s rate of pay and benefits, most of which were substantially sim…

  22. 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…

  23. 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…

  24. 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…

  25. 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 …

  26. World433_SG_01APEX-Agents(task_f40a571a80e944cead66ecf1d3f0de93)2/2 · Pass

    Grove Garden Living ("Grove Garden") is going to be filing a motion for summary judgment for the Wrongful Death claim in the complaint that was filed by Daisy Buchanon (the "Plaintiff") against Grove …

Related tasks

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

  1. LawWorld417_ANB_04APEX-Agents(task_075c6f8ffb1548508e94e67e4ba04bbb)1/1 · Pass

    Chasing Streams fired its entire facilities department and Head of Production before ParaZon acquired it. Sarah Rodriguez filed a Complaint on July 4, 2025 against ParaZon claiming not enough notice w…

  2. World420_SF_02APEX-Agents(task_d06f10ebd2ad4bb19ba47b00a590dd54)2/2 · Pass

    Livyra has decided to pay its independent contractors a fixed salary, consistent with fair market value, to sell Bencontra that is payable by government healthcare. Each independent contractor is give…

  3. 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…

  4. 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, …

  5. 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…