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Real-world scenarios from companies at every stage. Find examples that match where you are and what you're trying to answer.

Question Type
42 examples
What's the GMV per category and how is the mix shifting quarter-over-quarter? thumbnail
Growth
Whatnot
What's the GMV per category and how is the mix shifting quarter-over-quarter?
Analyze what's the gmv per category and how is the mix shifting quarter-over-quarter? for Whatnot (live shopping marketplace for collectibles and culture), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the ARR by customer segment (startup, mid-market, enterprise), and how is the enterprise mix trending? thumbnail
Late Stage
Retool
What's the ARR by customer segment (startup, mid-market, enterprise), and how is the enterprise mix trending?
Analyze what's the arr by customer segment (startup, mid-market, enterprise), and how is the enterprise mix trending? for Retool (low-code internal tools platform for enterprise), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the card spend volume per customer segment, and how does it correlate with software attach rate? thumbnail
Late Stage
Ramp
What's the card spend volume per customer segment, and how does it correlate with software attach rate?
Analyze what's the card spend volume per customer segment, and how does it correlate with software attach rate? for Ramp (corporate card and spend management platform), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
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What's the revenue mix between card interchange, software subscriptions, and treasury — and how is it trending post-acquisition announcement? thumbnail
Late Stage
Brex
What's the revenue mix between card interchange, software subscriptions, and treasury — and how is it trending post-acquisition announcement?
Analyze what's the revenue mix between card interchange, software subscriptions, and treasury — and how is it trending post-acquisition announcement? for Brex (corporate card, treasury, and expense platform), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the member retention rate by subscription tier and acquisition cohort, and where are the biggest drop-off points? thumbnail
Growth
WHOOP
What's the member retention rate by subscription tier and acquisition cohort, and where are the biggest drop-off points?
Analyze what's the member retention rate by subscription tier and acquisition cohort, and where are the biggest drop-off points? for WHOOP (wearable fitness and health monitoring subscription), with follow-up deep dives into segment contributions and risk windows.
Retention & Churn
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What's the ARR split between self-hosted and cloud, and how is the cloud migration trend? thumbnail
Growth
Mattermost
What's the ARR split between self-hosted and cloud, and how is the cloud migration trend?
Analyze what's the arr split between self-hosted and cloud, and how is the cloud migration trend? for Mattermost (open-source messaging and collaboration platform), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the ARR by product line (Lucidchart, Lucidspark, Lucidscale) and how is cross-sell performing? thumbnail
Late Stage
Lucid Software
What's the ARR by product line (Lucidchart, Lucidspark, Lucidscale) and how is cross-sell performing?
Analyze what's the arr by product line (lucidchart, lucidspark, lucidscale) and how is cross-sell performing? for Lucid Software (visual collaboration suite for diagramming and whiteboarding), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the revenue per customer by plan tier, and how is usage-based pricing impacting ARPU? thumbnail
Growth
CircleCI
What's the revenue per customer by plan tier, and how is usage-based pricing impacting ARPU?
Analyze what's the revenue per customer by plan tier, and how is usage-based pricing impacting arpu? for CircleCI (continuous integration and delivery platform), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
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What's the revenue breakdown between consumer subscriptions, Teams/enterprise, and AI credits — and how is the mix shifting? thumbnail
Growth
Replit
What's the revenue breakdown between consumer subscriptions, Teams/enterprise, and AI credits — and how is the mix shifting?
Analyze what's the revenue breakdown between consumer subscriptions, teams/enterprise, and ai credits — and how is the mix shifting? for Replit (browser-based ide and ai coding platform), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the loan default rate by merchant segment and vintage, and how is it trending? thumbnail
Seed & Series A
Zippi
What's the loan default rate by merchant segment and vintage, and how is it trending?
Analyze what's the loan default rate by merchant segment and vintage, and how is it trending? for Zippi (pix-based lending platform for brazilian merchants), with follow-up deep dives into segment contributions and risk windows.
Risk & Compliance
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What's the time saved per user per week on reporting, and how does it correlate with expansion within enterprise accounts? thumbnail
Seed & Series A
Rollstack
What's the time saved per user per week on reporting, and how does it correlate with expansion within enterprise accounts?
Analyze reporting automation ROI for Rollstack (automated data-driven presentations and reporting), with deep dives into data source usage, free-to-paid conversion, and enterprise pipeline growth.
Performance & Efficiency
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What's the tax filing accuracy rate by jurisdiction, and how does it compare to manual processes? thumbnail
Seed & Series A
Numeral
What's the tax filing accuracy rate by jurisdiction, and how does it compare to manual processes?
Analyze what's the tax filing accuracy rate by jurisdiction, and how does it compare to manual processes? for Numeral (automated sales tax compliance platform), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
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What's the software platform revenue per banking customer, and how is the mortgage market recovery impacting volume-based revenue? thumbnail
Late Stage
Blend
What's the software platform revenue per banking customer, and how is the mortgage market recovery impacting volume-based revenue?
Analyze what's the software platform revenue per banking customer, and how is the mortgage market recovery impacting volume-based revenue? for Blend (cloud banking platform for mortgages and consumer lending), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the member-to-company conversion rate by fellowship cohort, and how does alumni fundraising success correlate with engagement metrics? thumbnail
Seed & Series A
On Deck
What's the member-to-company conversion rate by fellowship cohort, and how does alumni fundraising success correlate with engagement metrics?
Analyze fellowship outcomes for On Deck (community platform for founders and tech talent), with deep dives into retention by program, engagement-outcome correlation, and revenue per member trends.
Conversion & Growth
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What's the API call volume by customer segment (fintech, neobank, enterprise), and how does it correlate with revenue per customer? thumbnail
Late Stage
Plaid
What's the API call volume by customer segment (fintech, neobank, enterprise), and how does it correlate with revenue per customer?
Analyze what's the api call volume by customer segment (fintech, neobank, enterprise), and how does it correlate with revenue per customer? for Plaid (api-first financial infrastructure platform), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
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What's the AUM per customer by segment (invest, borrow, spend), and how does multi-product adoption correlate with retention? thumbnail
Growth
M1 Finance
What's the AUM per customer by segment (invest, borrow, spend), and how does multi-product adoption correlate with retention?
Analyze what's the aum per customer by segment (invest, borrow, spend), and how does multi-product adoption correlate with retention? for M1 Finance (super-app for personal finance: invest, borrow, spend), with follow-up deep dives into segment contributions and risk windows.
Retention & Churn
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What's the ticket resolution rate by AI vs. human, and how does AI adoption correlate with customer retention? thumbnail
Growth
Gorgias
What's the ticket resolution rate by AI vs. human, and how does AI adoption correlate with customer retention?
Analyze what's the ticket resolution rate by ai vs. human, and how does ai adoption correlate with customer retention? for Gorgias (ai-powered customer support platform for ecommerce), with follow-up deep dives into segment contributions and risk windows.
Retention & Churn
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What's the revenue per customer by segment (direct SMB vs. partner channel), and how is the Guideline acquisition impacting 401(k) attach rate? thumbnail
Late Stage
Gusto
What's the revenue per customer by segment (direct SMB vs. partner channel), and how is the Guideline acquisition impacting 401(k) attach rate?
Analyze what's the revenue per customer by segment (direct smb vs. partner channel), and how is the guideline acquisition impacting 401(k) attach rate? for Gusto (all-in-one payroll, benefits, and hr platform for smbs), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the conversion rate from free to paid by user segment, and which product features trigger the upgrade? thumbnail
Late Stage
Calendly
What's the conversion rate from free to paid by user segment, and which product features trigger the upgrade?
Analyze what's the conversion rate from free to paid by user segment, and which product features trigger the upgrade? for Calendly (scheduling automation platform with plg-to-enterprise motion), with follow-up deep dives into segment contributions and risk windows.
Conversion & Growth
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What's our logo retention rate by employer size cohort, and which accounts are at risk of non-renewal? thumbnail
Growth
Modern Health
What's our logo retention rate by employer size cohort, and which accounts are at risk of non-renewal?
Analyze what's our logo retention rate by employer size cohort, and which accounts are at risk of non-renewal? for Modern Health (employer mental health benefits platform), with follow-up deep dives into segment contributions and risk windows.
Retention & Churn
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What's the average incremental revenue per property from upsells, and how does it vary by hotel segment? thumbnail
Seed & Series A
Canary Technologies
What's the average incremental revenue per property from upsells, and how does it vary by hotel segment?
Analyze what's the average incremental revenue per property from upsells, and how does it vary by hotel segment? for Canary Technologies (hospitality technology platform for hotels), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
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What's the ARR split between government and private sector, and how is the mix trending? thumbnail
Growth
TRM Labs
What's the ARR split between government and private sector, and how is the mix trending?
Analyze what's the arr split between government and private sector, and how is the mix trending? for TRM Labs (blockchain intelligence platform for detecting crypto fraud and financial crime), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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What's the AI call success rate by call type (check calls, negotiations, scheduling)? thumbnail
Seed & Series A
HappyRobot
What's the AI call success rate by call type (check calls, negotiations, scheduling)?
Analyze what's the ai call success rate by call type (check calls, negotiations, scheduling)? for HappyRobot (ai-powered voice automation for freight and logistics), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
View Replay
Revenue by channel — direct sales vs. broker vs. payroll partner embedded? thumbnail
Seed & Series A
Thatch
Revenue by channel — direct sales vs. broker vs. payroll partner embedded?
Analyze revenue by channel — direct sales vs. broker vs. payroll partner embedded? for Thatch (health benefits platform with individual coverage hras and debit cards), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
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Revenue by carrier and how does the mix shift when rates change? thumbnail
Growth
EasyPost
Revenue by carrier and how does the mix shift when rates change?
Analyze revenue by carrier and how does the mix shift when rates change? for EasyPost (shipping api platform aggregating carrier rates for e-commerce), with follow-up deep dives into segment contributions and risk windows.
Revenue Ops
View Replay
What's the loan default rate by market (Kenya, Philippines, Mexico, India) and how is it trending? thumbnail
Growth
Tala
What's the loan default rate by market (Kenya, Philippines, Mexico, India) and how is it trending?
Analyze what's the loan default rate by market (kenya, philippines, mexico, india) and how is it trending? for Tala (mobile lending platform serving emerging markets), with follow-up deep dives into segment contributions and risk windows.
Risk & Compliance
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What's the average savings delivered per customer, and how does it vary by company size? thumbnail
Growth
Vendr
What's the average savings delivered per customer, and how does it vary by company size?
Analyze what's the average savings delivered per customer, and how does it vary by company size? for Vendr (saas buying and negotiation platform), with follow-up deep dives into segment contributions and risk windows.
Performance & Efficiency
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Restaurant churn rate by subscription tier and acquisition channel? thumbnail
Growth
ChowNow
Restaurant churn rate by subscription tier and acquisition channel?
Analyze restaurant churn rate by subscription tier and acquisition channel? for ChowNow (online ordering platform for independent restaurants), with follow-up deep dives into segment contributions and risk windows.
Retention & Churn
View Replay
CTR Lift from Recommendation Engine thumbnail
Seed & Series A
Shaped
CTR Lift from Recommendation Engine
Analyze A/B test results across verticals to measure Shaped's CTR lift, and show how catalog size and data volume drive recommendation quality.
Modeling & Prediction
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What is monthly churn by segment and tenure? thumbnail
Seed & Series A
Topline Pro
What is monthly churn by segment and tenure?
Analyze what is monthly churn by segment and tenure? for Topline Pro (home services marketing platform for smbs), with follow-up deep dives into segment contributions and risk windows.
Retention & Churn
View Replay
How many active contributors by vertical and growth? thumbnail
Seed & Series A
Varos
How many active contributors by vertical and growth?
Analyze how many active contributors by vertical and growth? for Varos (benchmarking platform where companies share anonymized performance data), with follow-up deep dives into segment contributions and risk windows.
Conversion & Growth
View Replay
Event-to-RSVP Funnel Drop-off (Amplitude + Internal DB) thumbnail
Others
Others
Event-to-RSVP Funnel Drop-off (Amplitude + Internal DB)
Join Amplitude product events to internal RSVPs, analyze funnel drop-off, and generate a PM-ready narrative of where users churn.
Conversion & Growth
View Replay
Crisis Drawdown Simulator: 2011 Euro Debt Shock thumbnail
Others
Others
Crisis Drawdown Simulator: 2011 Euro Debt Shock
Simulate portfolio performance through the 2011 Euro debt crisis, compute drawdowns and recovery times, and visualize risk profiles.
Modeling & Prediction
View Replay
NBA Game Outcome Prediction from API Data thumbnail
Others
Others
NBA Game Outcome Prediction from API Data
Pull multi-season NBA data via APIs, engineer features, and train a classifier to predict game outcomes with in-notebook evaluation.
Modeling & Prediction
View Replay
A/B Test Analysis of Page Conversion Rates thumbnail
Others
Others
A/B Test Analysis of Page Conversion Rates
Compare control vs treatment page performance, run proper stats, and turn conversion metrics into a clear ship/hold recommendation.
Conversion & Growth
View Replay
FOMC Event Study: Fed Rates vs Yield Curve thumbnail
Others
Others
FOMC Event Study: Fed Rates vs Yield Curve
Analyze how FOMC rate decisions move the 2y/10y/30y curve with event windows, auto-generated plots, and commentary on inversions.
Modeling & Prediction
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Sector Rotation Backtest: ETF Momentum Strategy thumbnail
Others
Others
Sector Rotation Backtest: ETF Momentum Strategy
Prototype a sector ETF momentum strategy—pull prices, define rules, backtest, and compare against SPY and equal-weight benchmarks.
Modeling & Prediction
View Replay
Regulatory Compliance Dashboard thumbnail
Growth
Alpaca
Regulatory Compliance Dashboard
Pull trade error rates and net capital ratios from PostgreSQL, assess SEC Rule 15c3-1 compliance, and surface open exceptions with FINRA exam risk.
Risk & Compliance
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401(k) AUM Growth Analysis thumbnail
Growth
Human Interest
401(k) AUM Growth Analysis
Track total AUM growth across 401(k) plans, decompose organic contributions vs market appreciation, and project the path to $15B.
Revenue Ops
View Replay
ARR by Product Line thumbnail
Growth
Incident.io
ARR by Product Line
Break down ARR across Incident Response, On-Call, and Status Pages, visualize the product mix shift, and project when On-Call overtakes IR.
Revenue Ops
View Replay
Exchange Rate & Revenue Retention thumbnail
Growth
Loop Returns
Exchange Rate & Revenue Retention
Measure platform-wide exchange-vs-refund rates, quantify revenue retained per percentage point shift, and analyze peak-season trends.
Performance & Efficiency
View Replay
Before vs After Revenue & Margin Lift thumbnail
Seed & Series A
Recurrency
Before vs After Revenue & Margin Lift
Compare per-customer order value, margin, and frequency before and after Recurrency go-live to quantify the platform's impact.
Performance & Efficiency
View Replay