Raycaster / evalsAll benchmarks

Cross-benchmark category

Go-To-Market Strategy

Compare AI agent runs for Go-To-Market Strategy: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can build go-to-market strategy analysis, including market expansion, competitor benchmarking, and revenue forecasting.

GTM consulting AIMarket expansion, competitor benchmarking, revenue forecast
38Tasks
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.

gpt-5.550% pass

19/38 runs · avg score 60%

Gemini 3.1 Pro45% pass

17/38 runs · avg score 55%

GPT-5.439% pass

14/36 runs · avg score 51%

gpt-5.4-mini37% pass

14/38 runs · avg score 53%

gpt-5.4-nano37% pass

14/38 runs · avg score 53%

Kimi K20% pass

0/1 runs · avg score 60%

Related tasks

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

  1. SP Task 01 World 135APEX-Agents(task_8bd0a44c2c154bb3a089f5f19c9e0a23)2/2 · Pass

    Calculate the projected Operating Profit contribution ($ Millions) from the Europe Growth segment from updated growth bridge charts, assuming this new revenue achieves the 2030 Operating Margin target…

  2. SP Task 02 Wold 135APEX-Agents(task_93a6a24649ce48e99b8197a38425a56b)9/9 · Pass

    Please use the State of Fashion Report to identify the top three regions (by global beauty retail sales market size) in 2024. Also, please provide 2019 and 2030 market size for these regions, using th…

  3. 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…

  4. SP Task 04 World 135APEX-Agents(task_e75cacb35dc8429a895bba6aff5f8a58)4/4 · Pass

    Using the State of Fashion Beauty report for 2024 sales and sub-category shares, alongside the attached data for Mass Market vs. Premium share by sub-category, calculate the difference (in $M) between…

  5. SP Task 05 World 135APEX-Agents(task_735ca67b56da4dd78f9836536ae1845a)4/4 · Pass

    Can you please go through the state of fashion beauty report to calculate the difference in average spend for US consumers for 2025 vs. 2023 for each of the beauty sub-categories. Do weighted averag…

  6. SP Task 07 World 135APEX-Agents(task_d5b4cc5e50b74ad68cca42cd737f1e9b)0/4 · Fail

    I need additional information for North America's sales for 2024, both online and In-store. Values are based on the Nielsen report and State of fashion beauty report. Assume that the US numbers split …

  7. Task_W135_Camille_Moingeon_1APEX-Agents(task_f1aa991ebd4e47edad4a9676c0097e9a)3/3 · Pass

    Using the state of fashion beauty 2025 report: 1. Identify the percentage of global beauty sales in 2024 occurring through the combined channel of grocery/big box, drugstores/pharmacies and departmen…

  8. Task_W135_Camille_Moingeon_2APEX-Agents(task_ec254105f0994f32b9f4a1f329653f79)3/3 · Pass

    Can you take a look at Lumea's 2025 financial report and the global beauty market analysis and help me double check their margin target? Specifically: a) If Lumea were to reach the midpoint of the pr…

  9. Task_W135_Camille_Moingeon_3APEX-Agents(task_83f235c841dd4aec977576a7f8b08523)6/6 · Pass

    Using Lumea's market sizing model, calculate the 2024 percentage share for Department Stores and DTC Sites in North America and only give me the following answers: 1. Identify the benchmark share for…

  10. Task_W135_Camille_Moingeon_4APEX-Agents(task_3c1d25173f094dd987651bdc31ac77cf)7/7 · Pass

    Using Lumea's product portfolio (Q4) file, can you calculate the weighted average Q4 gross margin (%) per product category? Percentages and percentage points should be rounded to one decimal place and…

  11. Task_W135_Camille_Moingeon_5APEX-Agents(task_d6877e04140d411b901b04342ca94feb)4/4 · Pass

    Using Lumea's 2025 financial report and the industry operating margin benchmarks in Lumea's beauty market analysis: 1. Identify the 75th percentile operating margin for DTC beauty brands (assuming the…

  12. Task_W135_Camille_Moingeon_6APEX-Agents(task_0be9d2d5771a49a097de9e7d22fac74b)3/3 · Pass

    Using Lumea's product portfolio datasets (Q1 through Q4), calculate the weighted yearly profit margin (%) for the Body Care category and return only the following answers: 1. The difference, in percen…

  13. W132_Task01_DAAPEX-Agents(task_1ecba15d0ac14cb6bb0ebb5b372b2a89)7/8 · Fail

    Calculate and report the following metrics: 1. The Overall Vitamins Purchase Intent Score for each buyer segment. 2. The buyer segment with the highest average purchase intent score for Vitamins 3. Th…

  14. World 128 - NK - Task 1APEX-Agents(task_11d91f7c17424faa8f89a5a46c47b76f)1/9 · Fail

    Let's evaluate the new market intelligence we've received to figure out the RMS for competitors in each city. Tell me how many of these cities AmensaDrive operates in in 2026. Format answers to two d…

  15. World 132_PM_Task02APEX-Agents(task_4ab23f273c9f4e0a89684c3703302e25)0/2 · Fail

    Let us assess average price points of sub-categories in 2027 across these 7 markets - Australia, China, Germany, India, Mexico, UAE and UK. The client has informed us of some errors in the data. TAM…

  16. World 134_RG_03APEX-Agents(task_a1449f78d0c3427e9b34e65a08621976)0/1 · Fail

    Can you please help me re-evaluate and state the adjusted 2030 net income for Complisure? The 2030 adjusted net income will be based on the three key assumptions: 1) New Sales and marketing spend, a…

  17. World 135_CD_01APEX-Agents(task_e8b80949477a401cafb325db4956e5cb)1/3 · Fail

    Which product has the highest DTC conversion rate, defined as units sold divided by views on website across all quarters? What was its conversion rate, rounded to two decimal places? Assuming no chang…

  18. 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…

  19. World_421_ANB_02APEX-Agents(task_ed8356c4f4c146b58d2cd869924fdfe3)1/5 · Fail

    Our client, Senior Living Lending, Inc. ("SLL") is a reverse mortgage and home equity line of credit lender. They want to implement a telemarketing program that relies heavily upon texting potential b…

  20. World132_DA_Task03APEX-Agents(task_63dbfbfa09ea47ea839c99343129196a)0/6 · Fail

    Re-evaluate market entry priorities using the revised weightings for Buyer Profile Score. Identify the Top 3 Markets with the highest Revised Buyer Profile Score under the revised weighting methodolo…

  21. World132_DA_Task04APEX-Agents(task_b308f1c02b15494db5dfecb5583eed43)1/6 · Fail

    Analyze market entry priorities using the Pricing Corridor Score methodology for PureLife’s Supplements strateg. Identify the Top 3 Markets with the highest Pricing Corridor Score under the weighted …

  22. World132_DA_Task05APEX-Agents(task_3e7800abdba24ed5bbc956024114d229)0/4 · Fail

    Analyse market cost efficiency using the Cost Structure Score methodology for PureLife’s Vitamins strategy: - Calculate the Total Cost Structure Score for each market under the weighted methodology us…

  23. World132_DA_Task06APEX-Agents(task_dba8f191077f4c8a9348139b11c44ce6)0/4 · Fail

    Analyse category consumption patterns and market penetration using the Category Penetration Score methodology for PureLife’s portfolio strategy. Present the cumulative penetration score for each cate…

  24. 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…

  25. World132_DA_Task08APEX-Agents(task_5ed3c6dd4464400282ec21096513bf00)0/1 · Fail

    PureLife needs a validated UK market potential calculation for its vitamins and dietary supplements business. The current approach relies only on consumer behaviour metrics and overlooks the UK mark…

  26. 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…

  27. World132_PM_Task04APEX-Agents(task_168d9c26180d4ad1b87d3ad7482c1982)0/6 · Fail

    Refer to all the market sizing files and the competitor benchmarking files. Consider only collagen, meal replacement and keto sub-categories. Using the 2025 market data provided, calculate the revised…

  28. World132_PM_Task06APEX-Agents(task_acc3cd70bfb645b980259915903fa379)3/3 · Pass

    We want to assess the net opportunity scores across markets. First, compute Market_Attractiveness_Index for each market. The formula is: 0.25* Average Sustainability_Score + 0.2* Average Revenue_CAG…

  29. World132_PM_Task07APEX-Agents(task_f33062743dc84f4abc1691a8a5f2c0ba)2/3 · Fail

    We need to assess the concentration of business across players. Let us remove supplements category from the analysis. Concentration of business of a player is its % share of revenue in its top 4 marke…

  30. World132_SF_Task01APEX-Agents(task_dbc1609bedd04467abf75b6a3528e2c8)2/2 · Pass

    I need to know our market share and ranking placement in Eastern Europe for our Lion's Mane Coffee/Cocoa product. Since the product is unique in the Nootropic / Focus Drink category in that market, as…

  31. World132_SF_Task03APEX-Agents(task_3f5efb251f4c45199512b7e4085c7b50)2/2 · Pass

    What is the impact on the forecasted 2027 EBITDA in Brazil if we reallocate half of a 20% savings on ingredients towards increasing our marketing spend? We want to achieve a 10% bump in sales. If the …

  32. World132_SF_Task04APEX-Agents(task_3d664fce59f541528e5e9b7cef207774)10/10 · Pass

    Using the consumer perception data and pricing details from the buyer profile, determine how many survey respondents in each market have never heard of PureLife and are willing to pay more than a 30% …

  33. World132_SF_Task05APEX-Agents(task_40e74d7e89d54b9ca07a5c778865c090)0/9 · Fail

    Comparing the revised projections for 2026-2030, what is the change in Japanese and Global 2026 results for Gross Profit and EBITDA in both dollar and percentage terms? If the 2026 Marketing costs in…

  34. 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…

  35. World135_SF_Task01APEX-Agents(task_e26a1d98d33f48729ad01e700b61d1a4)5/5 · Pass

    Using the June State of Fashion report, identify the top benefit consumers look for when shopping for beauty in Japan and South Korea. Print out the percentage of customers from each of Japan and Sout…

  36. 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 …

  37. World224_JR_Task1APEX-Agents(task_a35779389b75499082177b8b8e771133)3/3 · Pass

    Run a single downside scenario where all modeled sensitivity factors receive a 20% shock, in the direction that would adversely impact IRR. What would the new IRR & Sponsor Equity Value be? Use the LB…

  38. World224_OS_Task02APEX-Agents(task_db355b58e80749a1879a9d79681d05cc)1/4 · Fail

    I want you to tell me for Year 1 - Year 5: (1) Total revenue CAGR(2) Subscription Cost of Revenue CAGR (3) Sales and Marketing Expenses CAGR (4) EBITDA CAGR But first adjust revenue growth rate to be…