Free PM prompts for sharper product thinking
What are these free product management prompts?
This library contains 201 product-management scenarios. You can paste them into OpenAI's ChatGPT, Anthropic's Claude.ai, or Cursor. They are designed to pressure-test a decision or assumption. They do not replace a reusable PM workflow. For the structured skill catalog, see AI PM OS skills (231).
Choose a category, copy a scenario, and answer it using your own product context. The prompts focus on product decisions, assumptions, strategy, research, and trade-offs.
Prompt library
201 prompts
001
If your product vanished tomorrow, some users would barely notice. Which specific user segment would feel the most pain, and what workaround would they cobble together within 24 hours?
User ResearchPrompt 1
002
Your team just watched five usability sessions. Three users completed the core task in under a minute. Two gave up entirely. What's the first question you'd ask to understand the gap between those two groups?
User ResearchPrompt 2
003
A power user sends you a detailed feature request with mockups, metrics, and a business case. How do you separate the underlying need from the proposed solution, and what questions would you ask them?
User ResearchPrompt 3
004
Imagine your product served two personas with conflicting needs, where optimizing for one degraded the experience for the other. Walk through how you'd decide which persona to prioritize, and what data would change your mind.
User ResearchPrompt 4
005
Imagine the metric you use to gauge overall user satisfaction was high, but the most-requested feature had near-zero usage after launch. What does this tell you about your discovery process, and what would you do differently next time?
User ResearchPrompt 5
006
You're about to run a user interview. The participant is a paying customer who has never used your product's secondary feature. Write three open-ended questions that avoid leading them toward your hypothesis about why.
User ResearchPrompt 6
007
A customer-facing team reports that prospects keep asking for a feature your product already has. What are the three most likely root causes, and how would you investigate each one?
User ResearchPrompt 7
008
You notice that users who activate within the first 48 hours retain 3x better than those who activate in week two. What hypotheses would you form about this gap, and what's the cheapest experiment to test the top one?
User ResearchPrompt 8
009
A competitor's product is objectively worse on every measurable dimension, yet a segment of your target market prefers it. What job might that competitor be doing better, and how would you find out?
User ResearchPrompt 9
010
Your customer support tickets reveal a pattern: users keep trying to use your product for a purpose it wasn't designed for. How do you decide whether to support this emergent use case or redirect users elsewhere?
User ResearchPrompt 10
011
You've segmented your users by behavior and found a small group that uses your product daily but never pays. What research methods would you use to understand their value to the ecosystem, and under what conditions would you invest in serving them?
User ResearchPrompt 11
012
Your team assumes mobile users and desktop users have the same needs because they use the same features. Design a study to test whether the context of use (not just the feature set) changes what users actually need.
User ResearchPrompt 12
013
During contextual inquiry, you shadow a user and notice they switch between your product and a spreadsheet twelve times in one workflow. What's the most valuable insight here, and what would you build (or not build) in response?
User ResearchPrompt 13
014
Imagine your product had multiple pricing tiers or plans, and you discovered that most users on the higher-commitment plan only use capabilities available at a lower level. What does this suggest about your packaging, and how would you validate whether to restructure your offering?
User ResearchPrompt 14
015
You're entering a new market where you have zero existing users and limited domain expertise. Describe your first two weeks of discovery work. Who do you talk to, in what order, and what are you trying to learn?
User ResearchPrompt 15
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→Extract customer insights using JTBD framework
→Create actionable interview guides from research topics
→Create proto-persona profiles from user research
016
A stakeholder insists 'our users want X' based on a single large customer interaction. How do you validate or challenge this claim without damaging the stakeholder relationship?
User ResearchPrompt 16
017
You have 10,000 survey responses but a 3% response rate. Your head of research says the data is unreliable. Under what conditions would you still use this data, and what biases would you explicitly flag?
User ResearchPrompt 17
018
Imagine your product asked new users to select their role during setup, and 40% chose 'Other.' What does this signal about your understanding of your users, and what's the fastest way to close the gap?
User ResearchPrompt 18
019
Three different customer segments request the same feature, but each describes the desired outcome differently. How do you determine whether this is one feature or three, and who would you build for first?
User ResearchPrompt 19
020
You've identified that your product's biggest drop-off happens at a step users say they find 'easy' in interviews. What explains the gap between stated and revealed behavior, and how would you investigate further?
User ResearchPrompt 20
021
Your north star metric increased 15% this quarter, but revenue is flat. What's the most likely disconnect, and how would you restructure your metric framework to catch this earlier?
AnalyticsPrompt 21
022
Your team tracks 47 metrics on a dashboard. Nobody can name the top three. Walk through how you'd reduce this to a metric tree with one north star and three to five supporting metrics.
AnalyticsPrompt 22
023
Daily active users spiked 30% last Tuesday, then returned to baseline by Thursday. List five possible explanations in order of likelihood, and describe how you'd rule each one in or out.
AnalyticsPrompt 23
024
Your manager asks you to set a target for a metric you've never measured before. What's your process for setting a credible target when you have no historical baseline?
AnalyticsPrompt 24
025
Your product's 7-day retention improved, but 30-day retention declined. What hypotheses would explain users sticking around longer initially but churning faster overall?
AnalyticsPrompt 25
026
A new feature increased session duration by 20%, and the team is celebrating. Under what circumstances would a 20% increase in session duration actually be a bad sign?
AnalyticsPrompt 26
027
Your CEO wants to use 'number of AI features shipped' as a company-level KPI. Explain why this is a vanity metric and propose an alternative that captures the outcome the CEO actually cares about.
AnalyticsPrompt 27
028
Two teams each own a metric. When Team A optimizes theirs, Team B's metric drops. How would you redesign the metric framework to align incentives without merging the teams?
AnalyticsPrompt 28
029
Suppose your primary conversion rate — whether that's trial to paid, free to active, or signup to first purchase — was well below what you'd expect for your market. Before optimizing, what three diagnostic questions would you answer to understand whether this is actually a problem?
AnalyticsPrompt 29
030
You launched a feature and your 'do no harm' metric (support ticket volume) increased by 8%. How do you determine whether this increase is caused by your feature or is coincidental?
AnalyticsPrompt 30
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→Create comprehensive PRDs from product information
→Size product feature impact from metrics and usage data
→Transform support tickets into actionable improvements
031
Your product has strong engagement metrics but weak monetization. The board asks why. Map out where the value-to-revenue leakage is most likely happening in your funnel.
AnalyticsPrompt 31
032
An A/B test shows a statistically significant improvement in click-through rate but no change in downstream conversion. What does this tell you about where the real friction lives, and would you ship the variant?
AnalyticsPrompt 32
033
Your churn rate is 5% monthly, but revenue from existing customers is growing faster than the revenue you lose. Explain how both numbers can be true simultaneously, and which one you'd prioritize acting on.
AnalyticsPrompt 33
034
Your team wants to measure 'user delight.' The data team asks for a concrete definition. Propose a proxy metric for delight that's measurable, actionable, and not easily gamed.
AnalyticsPrompt 34
035
Weekly active users are growing 10% month-over-month, but your cohort retention curves show each new cohort retains worse than the last. What's happening, and at what point does this become an existential problem?
AnalyticsPrompt 35
036
You need to pick a north star metric for your product. Consider two candidates: a usage-frequency metric (how often users complete the core action) versus an activation metric (percentage of new users who reach a value moment within 24 hours). Which would you choose and why? Under what product stage would you switch to the other?
AnalyticsPrompt 36
037
Imagine your product served two very different user segments. Leadership wants a single north star metric for both. Is this possible without losing signal? Propose a metric or argue why you need two.
AnalyticsPrompt 37
038
A metric you've been tracking for a year turns out to have had a logging bug. The real number is 30% lower. How do you communicate this to leadership, and what process change would prevent this in the future?
AnalyticsPrompt 38
039
Suppose your activation metric was tied to a setup step, but users who skipped that step and went straight to the core feature retained better. What's wrong with your activation definition, and how would you redefine it?
AnalyticsPrompt 39
040
Stakeholders keep asking for real-time dashboards for every feature launch. When does real-time measurement help decision-making, and when does it create noise that leads to worse decisions?
AnalyticsPrompt 40
041
You have capacity for three features this quarter. Your backlog has 40 items. Five stakeholders each have a different top priority. Walk through the framework you'd use to make the cut, and how you'd communicate the 'no' to the other four stakeholders.
PrioritizationPrompt 41
042
Engineering estimates a critical infrastructure upgrade will take six weeks and deliver zero user-facing value. How do you argue for or against prioritizing this over a feature that could increase conversion by an estimated 10%?
PrioritizationPrompt 42
043
What if your roadmap had to fit on a single index card for the next six months? What three initiatives make the card, what gets cut, and what's the principle behind your cuts?
PrioritizationPrompt 43
044
Your biggest customer threatens to churn unless you build a custom integration. It would take one engineer four weeks. Under what conditions do you say yes, and what precedent does it set?
PrioritizationPrompt 44
045
Two features scored identically on your RICE framework. One is low-risk and incremental; the other is high-risk and potentially transformative. Which do you prioritize and why? When would the answer change?
PrioritizationPrompt 45
Included in AI PM OS
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→Create structured decision journals from decisions
→Make confident decisions using the GUT CHECK protocol
→Classify decisions as reversible or permanent
046
What if your team's capacity was suddenly cut by 50% for the next quarter? Which half of your current roadmap survives, and what principle separates the survivors from the cuts?
PrioritizationPrompt 46
047
Two senior leaders each want the team to invest in a different growth motion. The two approaches require fundamentally different product investments. Your CEO says 'do both.' How do you turn 'do both' into a concrete plan that acknowledges real constraints?
PrioritizationPrompt 47
048
A feature you championed last quarter is underperforming. Sunk cost is significant. Killing it frees resources for a new bet. How do you decide when to iterate versus when to kill, and how do you make the case internally?
PrioritizationPrompt 48
049
What if you could only ship one thing this year, but it had to move your north star metric by at least 20%? What would you build, and how would you validate the 20% assumption before committing?
PrioritizationPrompt 49
050
Your team is split between fixing technical debt that slows every sprint and building a feature that would unlock a new market segment. Frame the tradeoff in terms of compounding cost. At what point does ignoring the debt cost more than the new market opportunity?
PrioritizationPrompt 50
051
You're prioritizing between reducing time-to-value for new users and building advanced capabilities that reduce churn for power users. What data points would make this decision obvious, and which would you collect first?
PrioritizationPrompt 51
052
What if every feature you shipped had to be reversible within 48 hours? How would this constraint change what you prioritize and how you build?
PrioritizationPrompt 52
053
Your roadmap includes a 'table stakes' feature that competitors all have. It won't differentiate you, but its absence is causing churn. How do you decide how much to invest in parity versus differentiation, and where do you draw the line on scope?
PrioritizationPrompt 53
054
Three teams are blocked waiting for another team that owns a key dependency to deliver something. That team has their own roadmap priorities. How do you resolve cross-team dependencies when no single PM owns both sides?
PrioritizationPrompt 54
055
A less experienced colleague on your team wants to prioritize based on the loudest customer feedback. You believe in a different approach. How do you coach them on the difference between customer requests and customer needs without dismissing their instinct?
PrioritizationPrompt 55
056
What if your company adopted a strict rule: no feature ships unless it reduces at least one existing feature's complexity? How would this change your prioritization process, and what would be the first thing you'd simplify?
PrioritizationPrompt 56
057
You've promised a feature to the market at a conference. Midway through development, research shows it's solving the wrong problem. What are your options, and how do you weigh reputational cost against shipping something you know is wrong?
PrioritizationPrompt 57
058
Your backlog has a mix of small quick wins (1-2 days each) and one large bet (8 weeks). Quick wins add up to 15% metric improvement; the large bet might deliver 50% or 0%. How do you sequence these, and what would make you choose certainty over expected value?
PrioritizationPrompt 58
059
What if you had to justify every item on your roadmap to a first-time user who just signed up today? Which items would be hardest to justify, and what does that tell you about who you're really building for?
PrioritizationPrompt 59
060
Your team wants to adopt a new prioritization framework. You've used RICE, MoSCoW, and impact-effort matrices before, and none stuck. What's the common failure mode across these frameworks, and what would a durable prioritization practice look like for your team?
PrioritizationPrompt 60
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→Create a limit-based product strategy
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061
A well-funded competitor just launched a significantly cheaper or stripped-down alternative to your core feature. What's your 30-day response plan, and what would you explicitly choose NOT to do?
Product StrategyPrompt 61
062
What if your product's category didn't exist yet, and you had to explain it without referencing any existing tool? How would you describe the problem you solve in one sentence that a non-technical buyer would repeat to their boss?
Product StrategyPrompt 62
063
What if your largest competitor acquired your second-largest competitor tomorrow? How does this change your positioning, and which customer segment suddenly becomes more accessible to you?
Product StrategyPrompt 63
064
What if you had to reposition your product for a completely different buyer persona without changing the core functionality? Which persona would you target, and what would you change about messaging, pricing, and packaging?
Product StrategyPrompt 64
065
Think about what your product's primary competitive advantage is today. A new entrant starts competing on price with 80% of your functionality. Do you compete on price, move upmarket, or find a different axis? Walk through the decision.
Product StrategyPrompt 65
066
What if a regulation forced your product's core value proposition to become freely available to all providers in your market? Where does your moat shift to, and how quickly could you build defensibility there?
Product StrategyPrompt 66
067
What if you could only win deals where the buyer had never heard of your category before? How would your sales and marketing motion change, and what does this reveal about your current category dependence?
Product StrategyPrompt 67
068
A startup is unbundling one of your product's secondary features and turning it into a standalone tool. Do you ignore them, bundle harder, or spin out that feature yourself? What factors determine your answer?
Product StrategyPrompt 68
069
What if your product had to generate 50% of revenue from a use case that doesn't exist today? What adjacent problems could your current technology solve, and which one has the shortest path to revenue?
Product StrategyPrompt 69
070
Imagine your product had strong traction in one major region but zero traction in another despite localization efforts. What cultural, regulatory, or competitive factors might explain this, and how would you diagnose the real blocker?
Product StrategyPrompt 70
071
What if your most loyal user segment started showing signs of switching to an open-source alternative? What does this signal about your value capture versus value creation, and how would you respond?
Product StrategyPrompt 71
072
A platform you depend on (app store, cloud provider, API) changes its terms in a way that increases your costs by 30%. What's your immediate response, your 6-month mitigation plan, and your long-term platform risk strategy?
Product StrategyPrompt 72
073
What if you discovered that 70% of your users chose your product because of one specific feature, and the rest of your product was irrelevant to their decision? Do you double down on that feature or diversify your value? What information would drive the decision?
Product StrategyPrompt 73
074
What if your CEO asked you to write a press release from two years in the future describing your product's biggest achievement? What would the headline say, and does your current roadmap lead there?
Product StrategyPrompt 74
075
What if every competitor in your space suddenly shut down, and you had 100% market share for one year? What would you build during that window, and how would you prepare for the inevitable new entrants?
Product StrategyPrompt 75
Included in AI PM OS
Get 231 battle-tested AI skills
→Find the strategic crux
→Create a limit-based product strategy
→Transform vision statements into actionable OKRs
076
Suppose your product's switching costs were low and users could export their data and be on a competitor within a day. Besides adding lock-in, how do you create a product users choose to stay with even when leaving is easy?
Product StrategyPrompt 76
077
What if a non-traditional competitor from an adjacent industry (e.g., a bank, a social network, or an OS vendor) entered your market? What unfair advantage would they have, and what's your only defensible position against them?
Product StrategyPrompt 77
078
Suppose your product was positioned as an all-in-one solution, but customers kept telling you they only needed part of it. At what point does unbundling become a better strategy than bundling, and how would you test it without cannibalizing revenue?
Product StrategyPrompt 78
079
What if your company needed to achieve profitability within 12 months and all external funding dried up? Which parts of your product and team would you protect, and what would you cut first?
Product StrategyPrompt 79
080
Suppose your product primarily served one market segment and the board wanted you to move into a significantly larger, more complex segment within 18 months. What are the three biggest gaps between your current product and that new segment's requirements, and which gap is the riskiest to close?
Product StrategyPrompt 80
081
Your CEO asks how many potential customers exist for your product in Southeast Asia. Walk through your estimation. What's the first number you'd anchor on, and why?
Estimation & SizingPrompt 81
082
You need to estimate the revenue impact of adding a second language to your product. What's your top-down approach, starting from the total addressable population of speakers?
Estimation & SizingPrompt 82
083
Consider the primary communication or collaboration tool your users rely on alongside your product. Estimate how many messages or interactions flow through that tool daily across your user base. Walk through a reasonable estimation using your customer count, average team size, and usage patterns.
Estimation & SizingPrompt 83
084
Suppose your product was considering a model where you needed to aggregate supply from independent providers. How many potential providers exist, and what percentage would you need to reach the point where the product becomes useful to the demand side?
Estimation & SizingPrompt 84
085
You're launching a feature that requires significant per-session compute or infrastructure cost. Estimate the monthly infrastructure cost at 10K, 100K, and 1M daily active users. What's your biggest cost driver?
Estimation & SizingPrompt 85
086
Consider your product's current price point. Marketing wants to know the customer acquisition cost ceiling. Work backward from a target LTV:CAC ratio of 3:1 to determine your maximum allowable CAC. What retention rate assumption matters most?
Estimation & SizingPrompt 86
087
You're evaluating whether to build an integration with a partner's API. Estimate the incremental revenue this integration would drive. What proxy data would you use if you have no direct signal?
Estimation & SizingPrompt 87
088
Your leadership asks you to estimate how many potential buyers exist for your product in a market you haven't entered yet. Estimate this from the total number of companies or individuals in that market, the percentage that match your ideal customer profile, and the realistic adoption rate. Where is the assumption weakest?
Estimation & SizingPrompt 88
089
Your support team handles 500 tickets per day. Leadership wants to know the cost per ticket. Estimate the fully loaded cost, including salary, tooling, overhead, and opportunity cost of engineering escalations.
Estimation & SizingPrompt 89
090
You want to introduce a significantly lower-cost entry point for your product. Estimate the cost of supporting those lower-value users. What's the marginal cost per user per month at that tier, and at what upgrade rate does the economics become net-positive?
Estimation & SizingPrompt 90
Included in AI PM OS
Get 231 battle-tested AI skills
→Size product feature impact from metrics and usage data
→Generate comprehensive UX edge cases from product briefs
→Generate structured requirements from transcripts
091
Suppose your product's usage had a strong seasonal pattern that spiked demand 5x during peak periods. Estimate the infrastructure and support cost of that spike, and at what multiple does it become cheaper to rate-limit than to scale.
Estimation & SizingPrompt 91
092
You're considering sponsoring a niche media channel popular with your target audience that reaches roughly 200K people per episode or issue. Estimate the expected number of sign-ups from a 3-month sponsorship deal, and the resulting cost per acquisition.
Estimation & SizingPrompt 92
093
Suppose your product stored significant amounts of user data and storage costs were growing 15% month-over-month. At what point does storage cost exceed 10% of revenue, and what levers do you have to slow that curve?
Estimation & SizingPrompt 93
094
A product in your space was recently acquired for $500M. They had 2M users. Estimate the implied value per user and compare it to your product's current per-user economics. What explains any gap?
Estimation & SizingPrompt 94
095
You're building a system that proactively nudges users about activity in your product. Users receive an average of 8 nudges per day. Estimate the fatigue threshold. At what daily volume does engagement per nudge drop below your cost to send it?
Estimation & SizingPrompt 95
096
Your team wants to hire 5 engineers. Each engineer costs $250K fully loaded per year. Estimate the incremental revenue those engineers need to generate within 18 months to justify the investment.
Estimation & SizingPrompt 96
097
Your product has 50K monthly active users in the US. You want to estimate your market penetration. What's your TAM, SAM, and SOM for the US market? Which number is hardest to estimate, and why?
Estimation & SizingPrompt 97
098
You're evaluating whether a high-touch, human-guided experience is more cost-effective than a fully self-serve experience for converting new users. Estimate the break-even point at which one approach becomes cheaper than the other. What's the key variable that swings the answer?
Estimation & SizingPrompt 98
099
Suppose you were expanding your product into a market where users had significant infrastructure constraints — limited bandwidth, older devices, or restricted storage. Estimate the percentage of potential users who can't practically use your product due to these constraints alone, and the revenue impact.
Estimation & SizingPrompt 99
100
You want to estimate how many hours your users collectively save per week using your product. Build the estimate bottom-up from tasks automated, average time per task, and number of active users. Where is the assumption weakest?
Estimation & SizingPrompt 100
101
Suppose your product grew entirely through word of mouth. Growth was steady but linear, not exponential. What would you test first to introduce a compounding growth loop, and how would you measure whether it's working?
GrowthPrompt 101
102
What if paid acquisition costs doubled overnight across all channels? Which organic growth levers would you prioritize, and how long before they'd compensate for the lost paid volume?
GrowthPrompt 102
103
Think about your product's primary acquisition channel. Suppose an external change outside your control cut that channel's volume by 40% overnight. What's your 30-day recovery plan, and how do you prevent single-channel dependency in the future?
GrowthPrompt 103
104
You notice that users who invite one colleague within the first week retain 2x better than those who don't. Design an experiment to determine whether the invitation causes better retention or whether it's a selection effect.
GrowthPrompt 104
105
What if you could make one aspect of your product inherently shareable without any explicit 'invite a friend' prompt? What would you make shareable, and how would you ensure the recipient gets value from the share before signing up?
GrowthPrompt 105
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→NETMBA competitor analysis
→Map value chain components from end-user needs
→Create a limit-based product strategy
106
Suppose your activation rate from sign-up to first value moment was significantly below the industry average. Diagnose three possible causes, ranked by impact, and describe the fastest test for each.
GrowthPrompt 106
107
Suppose you launched a mechanism for existing users to bring in new users, and it generated sign-ups, but those referred users churned 50% faster than organic users. What's wrong with the loop, and how would you fix the quality problem without killing volume?
GrowthPrompt 107
108
What if your product had to grow to 10K users without spending any money on marketing? Describe three zero-cost distribution strategies specific to your product's domain, and rank them by speed.
GrowthPrompt 108
109
Engagement with your primary outreach channel dropped significantly over three months. Nothing in your strategy changed. List five external and internal factors you'd investigate, and describe the diagnostic order.
GrowthPrompt 109
110
Suppose your primary inbound channel drove strong traffic but the visitor-to-signup conversion rate was well under 1%. Diagnose the low conversion rate. Is the problem traffic quality, content-to-product alignment, or where and how you ask visitors to sign up? How would you tell?
GrowthPrompt 110
111
What if every new user had to be personally onboarded by a team member for the first month? How would this change your growth strategy, and what would you learn that you can't learn from self-serve data?
GrowthPrompt 111
112
Suppose your product attracted high-intent sign-ups through high-touch channels but struggled with self-serve sign-ups. What does this signal about your positioning and pricing, and would you optimize for self-serve or lean into the high-touch motion?
GrowthPrompt 112
113
What if your product could only grow through its existing user base (no new top-of-funnel acquisition)? What expansion, upsell, or network-effect lever would you activate first?
GrowthPrompt 113
114
Suppose you launched a free tool to drive traffic to your paid product. The free tool became wildly popular but didn't convert. What's missing in the bridge between free and paid, and how would you redesign the connection?
GrowthPrompt 114
115
Your product's Day 1 retention is 70% but Day 7 retention drops to 15%. What happens between Day 1 and Day 7 that causes this cliff, and what's the first thing you'd build to bridge it?
GrowthPrompt 115
116
What if your best customers started building their own internal version of your product? What value are you failing to deliver that makes build-vs-buy attractive to them, and how would you respond?
GrowthPrompt 116
117
A viral social media post about your product drives 5,000 sign-ups in a day. Normal daily sign-ups are 50. How do you capitalize on this spike without letting these low-intent users distort your engagement metrics?
GrowthPrompt 117
118
The metric you use to gauge user satisfaction is strong, but your organic sharing rate is low. Users love you but don't spread the word. What's the disconnect, and what would you change about the product experience to close it?
GrowthPrompt 118
119
What if your product was only discoverable through one channel: your existing users mentioning it in conversation? What would you embed in the product to make it naturally come up in conversation at the right moment?
GrowthPrompt 119
120
You're seeing diminishing returns on your primary acquisition channel. CAC has increased 40% in six months. How do you determine whether you've saturated the channel or whether the channel itself is getting more competitive?
GrowthPrompt 120
Included in AI PM OS
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→Create a clickable prototype from image descriptions
→Analyze product design from context and screenshots
→Transform product ideas into wireframe descriptions
121
Users complete your core workflow in 12 steps. A competitor does it in 4. Before cutting steps, what would you need to understand about why each step exists and which ones users actually find valuable?
Product Design & UXPrompt 121
122
Someone on your team proposes a bold new UI that breaks from all existing patterns in your product. How do you evaluate whether this is a brave improvement or a consistency problem, and who gets the final call?
Product Design & UXPrompt 122
123
Imagine your product had a settings page with dozens of options. Power users loved the control; new users were overwhelmed. Design an approach that serves both audiences without maintaining two separate interfaces.
Product Design & UXPrompt 123
124
A user with a visual impairment reports that they cannot use your product's core feature. Beyond fixing this specific issue, what process would you put in place to catch accessibility gaps before they reach users?
Product Design & UXPrompt 124
125
Your team is debating between a wizard-style flow (step by step) and a single-page form for a complex setup process. What user research signal would settle this debate, and how would you run the test with the smallest sample size?
Product Design & UXPrompt 125
126
You're redesigning a feature that 1,000 daily users depend on. Any change risks disrupting their workflow. How do you introduce meaningful improvements without breaking existing users' muscle memory?
Product Design & UXPrompt 126
127
Your product has an empty state problem: new users see a blank screen with no data. Design three different approaches to the empty state, each optimized for a different user emotion (confusion, motivation, urgency).
Product Design & UXPrompt 127
128
Users report that your product 'feels slow' even though p95 response times are under 200ms. What non-performance factors could create the perception of slowness, and how would you diagnose each one?
Product Design & UXPrompt 128
129
Suppose your product's usage on a secondary platform or surface was growing, but that experience was just a scaled-down version of the primary one. How do you decide which features to cut, adapt, or reimagine for that surface rather than simply shrinking the primary UI?
Product Design & UXPrompt 129
130
A power user sends you a 15-step workflow they've built using your product's API because the UI can't handle their use case. How do you decide whether to bring this workflow into the UI, improve the API, or leave it as-is?
Product Design & UXPrompt 130
131
Your product has a critical action (e.g., 'delete all data') that some users trigger accidentally. Design a safeguard system that prevents accidents without adding friction to power users who do this intentionally.
Product Design & UXPrompt 131
132
You're adding AI-generated suggestions to a workflow that users currently control manually. How do you introduce automation without making users feel they've lost control or trust?
Product Design & UXPrompt 132
133
Suppose your product had a system that proactively notified users about relevant activity. Users who engaged with these notifications retained better, but 30% disabled them within a week. What's causing the disable behavior, and how would you redesign the system to earn long-term permission?
Product Design & UXPrompt 133
134
Two features in your product do similar things but were built by different teams at different times. Users are confused about which to use. How do you consolidate without alienating users who built workflows around each version?
Product Design & UXPrompt 134
135
Your team wants to add a tooltip to every complex feature. The design is getting cluttered. When do tooltips help versus hurt? Propose an alternative approach to progressive disclosure for complex features.
Product Design & UXPrompt 135
Included in AI PM OS
Get 231 battle-tested AI skills
→Create a clickable prototype from image descriptions
→Analyze product design from context and screenshots
→Transform product ideas into wireframe descriptions
136
You're designing an error state for when a critical third-party integration fails mid-workflow. What information does the user need, what action should they be able to take, and how do you prevent data loss?
Product Design & UXPrompt 136
137
Your product requires users to set up a complex configuration before getting any value. Design a way to deliver value before setup is complete, so users are motivated to finish the configuration.
Product Design & UXPrompt 137
138
Your search feature returns accurate results, but users still say they 'can't find anything.' What's the gap between search accuracy and search usability, and what would you redesign first?
Product Design & UXPrompt 138
139
You're localizing your product for right-to-left languages. The layout isn't just mirrored text. What UX elements need to be rethought beyond text direction, and how do you validate the experience with native users?
Product Design & UXPrompt 139
140
Users spend 80% of their time in your product on a single screen. That screen was designed three years ago. How do you evaluate whether a redesign is needed or whether stability is actually a feature?
Product Design & UXPrompt 140
141
You're launching a major feature to 50K users. Engineering says it's ready, but you have no usage data from beta. Design a phased rollout plan that lets you learn before full deployment. What are your stage gates?
Execution & LaunchPrompt 141
142
Your launch date is in two weeks. QA just found a bug that affects 5% of users in an edge case. Do you delay, ship with a known issue, or descope? Walk through the decision framework.
Execution & LaunchPrompt 142
143
You're launching in a new market where you have no existing brand awareness. What's your go-to-market sequence for the first 90 days, and what milestone would tell you whether to double down or pull out?
Execution & LaunchPrompt 143
144
Your feature requires a database migration that could cause 30 minutes of downtime for all users. How do you plan the migration to minimize user impact, and what's your rollback plan if something goes wrong?
Execution & LaunchPrompt 144
145
Marketing wants to announce a feature before engineering has committed to a delivery date. How do you manage the tension between building hype and setting accurate expectations?
Execution & LaunchPrompt 145
146
You're rolling out a change that negatively impacts the experience or cost for roughly 20% of existing users. Design a communication and rollout plan that minimizes churn while being transparent about the change.
Execution & LaunchPrompt 146
147
Your team ships a feature and adoption is 10% of what you forecasted after two weeks. List five reasons adoption could be low that aren't 'the feature is bad,' and describe how you'd test each one.
Execution & LaunchPrompt 147
148
You need to coordinate a launch across product, engineering, marketing, sales, and support. No one has a shared timeline. What's the minimum viable launch coordination process you'd put in place without creating bureaucracy?
Execution & LaunchPrompt 148
149
Imagine your next feature launch depended on a partner's API that had had reliability issues. What's your contingency plan if the partner's API goes down during your launch week?
Execution & LaunchPrompt 149
150
You're rolling out a change that alters a core workflow. Internal dogfooding revealed mixed reactions. How do you interpret mixed internal feedback, and how much weight do you give it relative to external user testing?
Execution & LaunchPrompt 150
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→Create detailed project plans from project briefs
→Transform task lists into optimized project plans
→Run effective product refinement sessions
151
Your launch plan includes a 'big bang' release to all users simultaneously. Your VP suggests a dark launch instead. Compare the risks of each approach for your specific product, and propose a hybrid strategy.
Execution & LaunchPrompt 151
152
You're shipping an MVP with known limitations. Users will see rough edges. How do you set expectations without undermining confidence in the product?
Execution & LaunchPrompt 152
153
Post-launch, your feature has high adoption but significantly increased support tickets about a different feature. How do you diagnose whether your new feature caused the spike in tickets for the other feature?
Execution & LaunchPrompt 153
154
You're launching in a regulated industry and need compliance approval before release. How do you build compliance review into your timeline without making it the bottleneck for every launch?
Execution & LaunchPrompt 154
155
Your launch plan calls for a blog post, email campaign, and in-app announcement. Suppose the majority of your audience accessed your product on mobile. Which channels will your mobile users actually see, and how do you adjust the launch mix accordingly?
Execution & LaunchPrompt 155
156
A critical team member goes on unexpected leave one week before launch. They own key components. What's your triage plan, and what process would have reduced this single-point-of-failure risk?
Execution & LaunchPrompt 156
157
Your team has shipped the feature, but the success metric won't be measurable for weeks because the outcome depends on a longer cycle (sales, renewal, or behavior change). What leading indicators would you track in the first two weeks to predict whether you're on track?
Execution & LaunchPrompt 157
158
You're launching a feature that changes default behavior. Some users will notice immediately; most won't. How do you decide between opt-in, opt-out, and forced migration, and what's the communication plan for each?
Execution & LaunchPrompt 158
159
Suppose your product had a global user base spread across many time zones and you needed to launch a breaking change. How do you sequence the rollout geographically, and what time window minimizes risk?
Execution & LaunchPrompt 159
160
You shipped a feature to 100% of users. Within 4 hours, you discover a data integrity issue affecting 2% of accounts. Walk through your first 60 minutes of incident response: who do you contact, what do you communicate, and when do you decide to roll back?
Execution & LaunchPrompt 160
161
Your last three A/B tests showed no statistically significant results. What questions would you ask before running a fourth test?
Failure & RecoveryPrompt 161
162
A feature you launched six months ago has fewer users today than at launch, despite no bugs or negative feedback. What's the most likely explanation, and how would you decide between iterating and sunsetting?
Failure & RecoveryPrompt 162
163
What if your product's database was corrupted and you could only restore 80% of user data? How do you communicate to users, and what's the framework for deciding which 20% loss is most acceptable?
Failure & RecoveryPrompt 163
164
Your team shipped a feature that accidentally exposed private user data to other users for 6 hours before it was caught. Map out your crisis response in the first 24 hours: legal, communication, technical remediation, and prevention.
Failure & RecoveryPrompt 164
165
What if your product's best feature started causing more harm than good for a subset of users? How do you identify the affected users, and at what threshold would you disable the feature entirely?
Failure & RecoveryPrompt 165
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→Map power dynamics before meetings
→Identify potential hidden agendas
→Create crisis communication plan from outage details
166
You conducted a post-mortem on a failed launch. The team identified 12 contributing factors. How do you prioritize which factors to fix first, and how do you avoid the post-mortem becoming a blame exercise?
Failure & RecoveryPrompt 166
167
A key customer publicly criticizes your product on social media. The post goes viral. What's your response within the first hour, and how do you turn this into a product improvement signal?
Failure & RecoveryPrompt 167
168
What if you had to kill the feature your team spent the last quarter building? How do you make the decision, communicate it to the team, and salvage value from the work already done?
Failure & RecoveryPrompt 168
169
The path new users take to reach their first value moment has a steep drop-off at one particular step. Every fix you've tried has failed. What would you do differently on your next attempt, and when should you stop fixing the flow and redesign from scratch?
Failure & RecoveryPrompt 169
170
What if your product's reliability dropped to 95% uptime for a month? How does this change customer conversations, and what promises would you make versus avoid making?
Failure & RecoveryPrompt 170
171
Your team launched an AI feature that occasionally produces incorrect outputs. Users can't always tell when it's wrong. How do you balance the feature's value against the trust risk, and what guardrails would you add?
Failure & RecoveryPrompt 171
172
A pivot you advocated for is not showing results after 90 days. The board is asking for accountability. What's the difference between 'not enough time' and 'wrong direction,' and what evidence would help you tell them apart?
Failure & RecoveryPrompt 172
173
What if your entire engineering team quit and you had to rebuild with a new team that knows nothing about the codebase? What documentation and processes would you wish existed, and what does their absence tell you about your current bus factor?
Failure & RecoveryPrompt 173
174
You inherited a product with significant technical debt. Every sprint, 40% of capacity goes to maintenance. How do you make the case for a dedicated debt-reduction initiative when stakeholders only want new features?
Failure & RecoveryPrompt 174
175
Your product suffered a security breach. No user data was stolen, but the vulnerability was publicly disclosed. How do you rebuild user trust, and what's the difference between a security response and a PR response?
Failure & RecoveryPrompt 175
176
What if your biggest revenue-generating feature became obsolete due to a platform change (e.g., a new OS API replaces it)? How much lead time do you need to pivot, and what signals should you have been watching?
Failure & RecoveryPrompt 176
177
A former employee built a competing product using knowledge gained at your company. It's gaining traction. Aside from legal options, what product and strategic moves can you make that leverage your advantages over a solo founder?
Failure & RecoveryPrompt 177
178
Your annual user survey reveals that satisfaction dropped 15 points year-over-year, but no single feature or issue was flagged. How do you diagnose a diffuse satisfaction decline when there's no obvious root cause?
Failure & RecoveryPrompt 178
179
What if you had to write a 'pre-mortem' for a feature currently in development? What's the most likely way it fails, who would notice first, and what would you do today to prevent it?
Failure & RecoveryPrompt 179
180
Your team is demoralized after two consecutive failed launches. How do you rebuild team confidence while also changing the process that led to the failures?
Failure & RecoveryPrompt 180
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→Generate creative solutions from lateral thinking
→Generate innovative ideas from brainstorming techniques
→Generate creative solutions from metaphorical thinking
181
What if a large language model could replace 80% of your product's core value? What's the 20% that's hardest to replicate, and how would you reshape your product around it?
Innovation & DisruptionPrompt 181
182
What if your product's interface disappeared entirely and users interacted through natural language alone? Which workflows would improve, which would break, and what does this reveal about where your UI adds versus destroys value?
Innovation & DisruptionPrompt 182
183
What if you had to rebuild your product from zero, knowing everything you know now? What would you keep, what would you drop, and what would you build that doesn't exist in your current product?
Innovation & DisruptionPrompt 183
184
What if your product could serve a market 10x larger than your current one, but required removing your most popular feature? Under what conditions is this trade worth making, and how would you validate before committing?
Innovation & DisruptionPrompt 184
185
What if you turned your product into a platform and let third-party developers build on top of it? What's the minimum viable platform, and how do you avoid the cold-start problem of no developers and no users?
Innovation & DisruptionPrompt 185
186
What if a 14-year-old with no industry experience tried to solve the same problem your product solves? What assumptions would they ignore that you take for granted, and might any of those assumptions be wrong?
Innovation & DisruptionPrompt 186
187
What if your product's data became its primary value, not its features? What data asset does your product uniquely generate, and what new products could be built on top of it?
Innovation & DisruptionPrompt 187
188
What if you applied your product's core technology to a completely unrelated industry? Which industry would benefit most, and what's the smallest experiment you could run to test the fit?
Innovation & DisruptionPrompt 188
189
What if you could charge only $1/month for your product and still make it work as a business? What would the business model look like, and what does this thought experiment reveal about your current pricing?
Innovation & DisruptionPrompt 189
190
What if your product had to work entirely offline with no internet connection? What features break, what surprisingly still works, and does this reveal any dependency that's actually unnecessary?
Innovation & DisruptionPrompt 190
191
What if you merged your product with its biggest complement (the tool users always pair with yours)? What would the combined product look like, and why hasn't someone built this already?
Innovation & DisruptionPrompt 191
192
What if your product's workflow happened in reverse? Users started with the output and worked backward to the input. Does this reverse flow reveal a simpler way to achieve the same outcome?
Innovation & DisruptionPrompt 192
193
What if your product was acquired by a company in a completely different industry (e.g., a retailer, a healthcare company)? What new distribution or use cases would they unlock that you can't access independently?
Innovation & DisruptionPrompt 193
194
What if hardware costs dropped to near zero and every user could run your product locally on their own device? How would this shift your business model, and what value would you still capture beyond compute?
Innovation & DisruptionPrompt 194
195
What if you discovered that the best version of your product isn't software at all, but a service delivered by humans? What does this tell you about the gap between what your software does and what users actually need?
Innovation & DisruptionPrompt 195
Included in AI PM OS
Get 231 battle-tested AI skills
→Generate creative solutions from lateral thinking
→Generate innovative ideas from brainstorming techniques
→Generate creative solutions from metaphorical thinking
196
What if your product could predict what users need before they ask for it? Where in your product's workflow is prediction most valuable, and where would it feel intrusive?
Innovation & DisruptionPrompt 196
197
What if the total time users spent in your product per session dropped from 30 minutes to 30 seconds? Would that be a success or a failure, and what does your answer reveal about your engagement assumptions?
Innovation & DisruptionPrompt 197
198
What if you open-sourced your entire product tomorrow? Where does your value live if the code is free? What business model survives, and what dies?
Innovation & DisruptionPrompt 198
199
What if you combined your product with a physical device (hardware, sensor, wearable)? What new use case becomes possible, and what's the simplest hardware prototype you could test with?
Innovation & DisruptionPrompt 199
200
What if your product's biggest innovation was eliminating a step that every competitor considers essential? Which step in your category's standard workflow is actually unnecessary, and how would you prove it?
Innovation & DisruptionPrompt 200
201
A new PM takes over your product tomorrow with no context except the data and the codebase. What's the first thing they'd question that you've stopped questioning, and what would they kill on day one?
Product StrategyPrompt 201
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AI PM OS includes 231 skills that turn real product work into repeatable workflows, alongside frameworks and guided workflows.