39/65 runs · avg score 76%
Cross-benchmark category
Customer Segmentation
Compare AI agent runs for Customer Segmentation: prompts, scores, grades, and public traces. This page showcases APEX-Agents tasks that test whether AI agents can analyze customer segments, interpret survey and NPS data, evaluate cohorts, and produce sentiment-based growth insights.
Growth strategy AISurvey analysis, NPS, customer cohorts, sentiment scoring
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34/65 runs · avg score 66%
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Related tasks
65 tasks that also exercise this work as part of a broader assignment.
For each of the four competitor firms use use our financial dataset for 2016 - 2025 to calculate the average customer acquisition cost (US$) for 2016-24 and identify the competitor with the highest ch…
Using the estimated market share chart and Brightpath customer segmentation, please calculate the potential revenue for the SMB Accounting segment if it achieved the target share. Include an analysis …
Calculate the projected Operating Profit contribution ($ Millions) from the Europe Growth segment from updated growth bridge charts, assuming this new revenue achieves the 2030 Operating Margin target…
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…
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…
Use the baseline seat utilization data against the attached 2025 strategic targets for the following two metrics. 1) What is the Seat Purchased Surplus (Actual Seats minus Target Seats) for the Mediu…
Can you use the files on Deal Win Rate Target and the transaction history in Brightpath Deal Transactions to determine the Implied Deal Volume required to reach the Expansion target share of revenue f…
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…
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…
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…
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 …
Determine which years have the highest and lowest average stay lengths for Bronze Tier members. For each of those years, report the average stay length for Bronze Tier members who stayed at a Summit E…
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…
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…
I would like to analyze the current proportion of Brightpath Churn and Annual Recurring Revenue. 1. Based on the ARR from the discount approval file and the Churned ARR from customer segmentation fi…
Can you use the feature usage file and identify the average adoption rate percentage, average monthly usage, and average retention impact score for each tier except Team? Print the output for me here.…
Use the churn and WinLoss data, and assume the following: - Competitor Loss Ratio = (Total Contract Value of Lost deals/Total Contract Value of all deals) - If competitor-lost deal value exceeds the…
We need to redo the analysis of the new survey response dataset. Can you re-calculate the standard deviation for Brightpath Software's efficiency dataset? Using both the recalculated average efficie…
Was the data Ecan provided during the meeting (noted in the team sync-up from 11/21/25) on the number of members that have stayed during Q3 2025 correct? Use our data from the 11/17 stay and booking d…
We have conducted surveys across 3 emerging markets - EM 1, EM 2, and EM 3 to establish market potential for solar systems. 1) Based on the survey-related documents for EM1, report the percentage of…
What will the year 1 revenue across EM1, EM2 and EM3 be if we launch a solar system for households at $6,000 price point? Assume the company will be able to acquire 7.5% of users who are planning to …
Let's do an analysis and find out what capacity of solar systems will be required in the Emerging Market 1 (EM 1) in the next year (in kW). We should also find out what the split of this demand will b…
The client wants to do market sizing for an autonomous ride-hailing service in Europe. Estimate the market size (in $ Mn) based on the lifetime value (LTV) and adoption rate (%) of users. - Use info…
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…
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…
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…
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…
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…
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…
I'm trying to get a sense of which HarFeast employees are most ready for the digital training rollout. Can you pull the workforce survey data and identify all employees who are above their role type's…
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…
The LATAM market customer count is expected to continue growing at its 2024-2025B CAGR. Complisure could capture a quarter to half of the two largest LatAm players’ latest share of customers if they w…
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…
I want to forecast total annual revenue for ServiceNow based on the competition's price benchmarking information available to us. For this analysis, calculate revenue for each of their tier/plan (like…
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…
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…
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…
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 …
Refer to the latest (v1.0) customer segmentation data and the final pricing model. Calculate the % change of Customer Segmentation expected revenue (use target customers and average ARR for the pricin…
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…
Using the latest renewal / churn data (v1.0) and pricing log, identify the average seat changes (increase or decrease) by Brightpath customers from every renewal with seat changes. When doing the calc…
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. …
What are the projected 2026 aggregate free night bookings for Marriott, Hilton, and Hyatt in New York, London, and Tokyo combined? Assume all of Summit's 2026P free night certificate redemptions from…
Using only 2024 values from IHG's annual report, tell me: 1. Calculate the room-weighted average occupancy rate for IHG across all of its hotel brands, globally. 2. Using regional occupancy rates and …
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…
Using 'Accor Presentation.pdf', 'Hilton Annual Report.pdf', 'Hyatt 10K.pdf', 'IHG Investor Presentation.pdf', and 'Marriott-2024-Annual-Report.pdf': 1. Calculate, for each of Summit's key competitors…
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 ($…
Calculate overall customer sentiment score using the customer surveys. For each section, compute the section sentiment score as the simple average of the available question-level scores within that se…
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…
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…
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…
Please check how KO and MDLZ differ in expected upside once we apply the ESG and GLP-1 filters and account for each investor’s maximum allowable ESG risk level. Use the survey data and the ESG risk th…
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…
Use the v1 version of the survey responses to identify the number of respondents who received any kind of training on digital tools. Of those respondents, return the percentage of respondents for each…
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…
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% …
Determine CAGR for total points sold over the entire covered time period from the Profit and Loss Master Profitability Workbook. Apply that growth rate to average points per member from the Member Poi…
Give me the scores for Summit’s segments, using the Summit-Specific Survey. Your scoring system must follow these rules: - For the average satisfaction with status benefits from the file “14. Summit…
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…
Can you use the Summit's business case and provide the revised sum of net cash flow ($m) for scenarios 1, 2, and 3? Apply the scenario-specific benefits multipliers provided in the attached file to ad…
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…
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…
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 …
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…
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…