# Amplitude Agents Prompt Library – Prompts to get you started

You use Amplitude—discover what to ask Amplitude Agents. Advanced prompts for dashboards, charts, guides, experiments, Amplitude Activation, and AI Feedback: standard workflows and inspiring ideas for power users.

Source: https://amplitude.com/en-us/prompt-library

---

# |Amplitude Agents Prompt Library

You already use Amplitude—now discover what you can ask Amplitude Agents. Advanced prompts for dashboards, charts, guides, experiments, Amplitude Activation, and AI Feedback: standard workflows and inspiring ideas to get you thinking.

Search prompts…

All industries

All use cases (64) (All)

64<!-- --> <!-- -->prompts

Dashboards

Build a weekly exec dashboard: DAU, retention, revenue by segment

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20weekly%20executive%20dashboard%20showing%20DAU%2C%20retention%20%28D1%2FD7%2FD30%29%2C%20and%20revenue%20by%20user%20segment.%20Use%20our%20North%20Star%20segment%20as%20the%20primary%20breakdown%20and%20add%20comparison%20to%20prior%20week.%20Include%20a%20short%20narrative%20at%20the%20top%20summarizing%20the%20main%20takeaways.)

Add a cohort retention view to my product dashboard

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Add%20a%20cohort%20retention%20chart%20to%20my%20product%20dashboard%20for%20users%20who%20completed%20onboarding.%20Show%20weekly%20cohorts%20and%20retention%20at%201%2C%202%2C%204%2C%20and%208%20weeks.%20Use%20our%20standard%20cohort%20definition%20and%20add%20a%20brief%20summary%20of%20the%20top-performing%20cohort%20in%20the%20chart%20title%20or%20description.)

Compare this month to last month for my key events

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Compare%20this%20month%20vs%20last%20month%20for%20our%20key%20events.%20Show%20count%20and%20%25%20change%20for%20each.%20Add%20a%20segment%20filter%20for%20our%20power-user%20segment%20and%20include%20a%20one-line%20summary%20of%20which%20events%20improved%20or%20declined%20the%20most.)

Build a "health of the business" dashboard with leading indicators

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Build%20a%20health-of-the-business%20dashboard%20with%20leading%20indicators%3A%20activation%20rate%2C%20time%20to%20first%20value%2C%20weekly%20active%20users%20by%20cohort%2C%20and%20revenue%20trend.%20Add%20anomaly%20detection%20on%20the%20main%20KPI%20and%20include%20a%20one-line%20summary%20of%20the%20latest%20trend%20for%20each%20chart.)

Create a dashboard with key metrics for my North Star segment

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20dashboard%20with%20key%20metrics%20filtered%20to%20our%20North%20Star%20segment%3A%20DAU%2C%20conversion%20funnel%2C%20retention%20curve%2C%20and%20revenue.%20Use%20the%20segment%20definition%20from%20our%20North%20Star%20segment.%20Add%20comparison%20to%20prior%20week%20and%20a%20one-line%20takeaway%20at%20the%20top.)

Duplicate my dashboard and filter to EMEA (or any region)

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Duplicate%20my%20dashboard%20and%20apply%20a%20filter%20so%20it%20only%20shows%20users%20in%20the%20EMEA%20region%20%28use%20our%20region%20property%29.%20Keep%20the%20same%20charts%20and%20layout.%20Add%20a%20note%20in%20the%20dashboard%20title%20or%20description%20that%20it%20is%20the%20EMEA%20view.)

Share my dashboard with a custom date range and segment

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Set%20up%20a%20shareable%20link%20for%20this%20dashboard%20with%20a%20custom%20date%20range%20%28last%2030%20days%29%20and%20our%20trial-user%20segment%20pre-applied.%20Include%20a%20short%20note%20in%20the%20link%20description.%20Make%20the%20link%20view-only%20so%20stakeholders%20cannot%20edit%20the%20dashboard.)

Create a dashboard from our product template with conversion goals

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20new%20dashboard%20from%20our%20product%20template.%20Replace%20the%20placeholder%20conversion%20goals%20with%20our%20actual%20events%20for%20signup%2C%20activation%2C%20and%20first%20purchase.%20Keep%20the%20same%20layout%20and%20add%20a%20summary%20card%20at%20the%20top%20with%20the%20key%20conversion%20rate.)

Add trend and anomaly detection to my conversion dashboard

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Add%20trend%20and%20anomaly%20detection%20to%20my%20conversion%20dashboard.%20Run%20it%20on%20the%20main%20conversion%20rate%20metric%20and%20surface%20the%20last%203%20anomalies%20in%20the%20dashboard%20description.%20Flag%20any%20anomaly%20in%20the%20last%207%20days%20so%20we%20can%20investigate%20quickly.)

Build a real-time launch dashboard: feature adoption by segment

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Build%20a%20real-time%20launch%20dashboard%20for%20our%20new%20feature%3A%20adoption%20by%20segment%2C%20daily%20new%20adopters%2C%20and%20retention%20of%20adopters%20vs%20non-adopters.%20Use%20a%207-day%20rolling%20window%20and%20add%20a%20summary%20card%20with%20the%20top-level%20adoption%20number%20and%20week-over-week%20change.)

Funnel from signup to first purchase with breakdown by source

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20funnel%20analysis%20from%20signup%20to%20first%20purchase.%20Break%20down%20conversion%20by%20acquisition%20source%20%28utm_source%20or%20our%20source%20property%29.%20Show%20drop-off%20at%20each%20step%20and%20include%20statistical%20significance.%20Call%20out%20the%20top%203%20sources%20by%20conversion%20volume.)

Retention chart for users who completed onboarding, by cohort

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Build%20a%20retention%20chart%20for%20users%20who%20completed%20the%20onboarding_completed%20event.%20Group%20by%20weekly%20signup%20cohort%20and%20show%20D1%2C%20D7%2C%20D14%2C%20D30%20retention.%20Add%20a%20brief%20summary%20of%20the%20best-performing%20cohort%20so%20we%20can%20learn%20from%20it.)

Charts & analysis

Path analysis: top 5 paths to subscription

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Run%20path%20analysis%20to%20our%20subscription%20event.%20Show%20the%20top%205%20paths%20by%20conversion%20volume%20and%20include%20average%20steps%20to%20convert.%20Add%20a%20short%20summary%20of%20the%20most%20common%20path%20and%20the%20fastest%20path%20so%20we%20can%20use%20this%20for%20messaging%20and%20product%20changes.)

Cohort overlap: which segments drive the most revenue

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Cohort%20overlap%20analysis%3A%20which%20user%20segments%20drive%20the%20most%20revenue%3F%20Use%20our%20revenue%20event%20and%20segment%20by%20our%20key%20segments.%20Show%20overlap%20and%20revenue%20per%20segment%2C%20and%20call%20out%20the%20top%202%20segments%20by%20revenue%20so%20we%20can%20prioritize%20outreach.)

Retention chart for power users with weekly cohorts

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Retention%20chart%20for%20our%20power-user%20segment%20with%20weekly%20cohorts.%20Show%20D1%2C%20D7%2C%20D30.%20Compare%20to%20all-users%20retention%20in%20the%20same%20chart%20if%20possible.%20Add%20a%20one-line%20summary%20in%20the%20chart%20title%20or%20description%20on%20how%20power%20users%20compare%20to%20average.)

Path analysis from trial start to conversion

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Path%20analysis%20from%20trial_start%20to%20conversion%20%28or%20trial_converted%29.%20Limit%20to%20the%20top%2010%20paths%20and%20show%20conversion%20rate%20per%20path.%20Include%20average%20steps%20to%20convert%20and%20call%20out%20the%20single%20path%20with%20the%20highest%20conversion%20so%20we%20can%20optimize%20for%20it.)

Filter chart by segment with period-over-period comparison

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Add%20a%20segment%20filter%20to%20this%20chart%20and%20add%20a%20period-over-period%20comparison%20%28this%20period%20vs%20previous%20period%29.%20Show%20%25%20change%20and%20confidence%20interval.%20Add%20a%20one-line%20summary%20in%20the%20chart%20description%20on%20whether%20the%20change%20is%20significant.)

Export chart data with statistical significance indicator

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Export%20the%20data%20for%20this%20chart%20and%20add%20a%20column%20indicating%20whether%20the%20change%20vs%20prior%20period%20is%20statistically%20significant%20at%2095%25%20confidence.%20Include%20the%20prior%20period%20value%20and%20the%20absolute%20change%20so%20we%20can%20use%20this%20in%20a%20report%20or%20deck.)

Add comparison to my chart with confidence intervals

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Add%20a%20comparison%20to%20this%20chart%3A%20this%20period%20vs%20same%20length%20prior%20period.%20Show%20confidence%20intervals%20and%20whether%20the%20difference%20is%20significant.%20Include%20a%20short%20note%20in%20the%20chart%20description%20summarizing%20the%20direction%20and%20significance%20of%20the%20change.)

Time-to-value chart: days from signup to first key action

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20time-to-value%20chart%3A%20distribution%20of%20days%20from%20signup%20to%20our%20first%20key%20action%20event.%20Show%20median%2C%20p75%2C%20p90%20and%20breakdown%20by%20segment.%20Add%20a%20one-line%20takeaway%20on%20what%20the%20median%20time%20to%20value%20is%20and%20which%20segment%20is%20fastest.)

Conversion chart with breakdown by experiment variant

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Conversion%20chart%20for%20our%20key%20conversion%20event%20with%20breakdown%20by%20experiment%20variant%20%28use%20our%20experiment_exposure%20event%20and%20variant%20property%29.%20Show%20conversion%20rate%20and%20count%20per%20variant%20with%20confidence%20intervals.%20Add%20a%20note%20on%20which%20variant%20is%20currently%20ahead.)

Guides

In-app guide for users who haven't completed onboarding

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20an%20in-app%20guide%20for%20users%20who%20have%20not%20completed%20the%20onboarding_completed%20event.%20Trigger%20on%20app%20open%20after%202nd%20session.%20Steps%3A%20highlight%20key%20feature%20and%20CTA%20to%20complete%20onboarding.%20Keep%20the%20guide%20short%20%282-3%20steps%29%20so%20we%20do%20not%20overwhelm%20them.)

Surveys

NPS survey after the user's first success milestone

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20an%20NPS%20survey%20that%20triggers%20after%20the%20user%20has%20completed%20our%20first%20success%20milestone%20event.%20Send%20once%20per%20user.%20Add%20a%20segment%20filter%20so%20we%20can%20target%20by%20segment%20later.%20Use%20our%20standard%20NPS%20question%20plus%20one%20open-ended%20follow-up.)

Add threshold alerts to your main growth dashboard

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Help%20me%20add%20threshold-based%20alerts%20to%20my%20main%20growth%20dashboard.%20For%20weekly%20active%20users%2C%20conversion%20rate%2C%20and%20daily%20signups%2C%20suggest%20sensible%20alert%20thresholds%20based%20on%20recent%20trends%2C%20explain%20why%20each%20threshold%20makes%20sense%2C%20and%20recommend%20which%20stakeholders%20should%20receive%20each%20alert.)

Add a step to my checkout guide: highlight free shipping

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Add%20a%20step%20to%20our%20checkout%20guide%20that%20highlights%20free%20shipping%20%28or%20our%20current%20offer%29.%20Place%20it%20after%20the%20cart%20step%20and%20before%20payment.%20Use%20our%20existing%20checkout%20guide%20template%20and%20keep%20the%20same%20tone%20as%20the%20rest%20of%20the%20guide.)

Guide step only for users who dropped at funnel step 2

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20guide%20step%20that%20only%20shows%20to%20users%20who%20dropped%20at%20step%202%20of%20our%20funnel%20%28users%20who%20did%20step%201%20but%20not%20step%202%29.%20Trigger%20when%20they%20return%20to%20the%20app.%20Message%3A%20remind%20them%20of%20the%20value%20of%20step%202%20and%20include%20a%20clear%20CTA%20to%20complete%20it.)

In-app guide that adapts to the product area visited most

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20an%20in-app%20guide%20that%20adapts%20its%20message%20based%20on%20the%20product%20area%20the%20user%20has%20visited%20most%20%28e.g.%20analytics%20vs%20settings%29.%20Use%20our%20product_area%20property.%20One%20variant%20per%20area%20with%20relevant%20CTA.%20Trigger%20for%20users%20who%20have%20been%20active%20in%20the%20last%207%20days.)

Survey after feature use with segment filter

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20survey%20that%20triggers%20after%20the%20user%20has%20completed%20our%20feature%20use%20event.%20Add%20a%20segment%20filter%20so%20we%20can%20target%20only%20power%20users%20or%20new%20users.%20Questions%3A%20satisfaction%20and%20one%20open-ended.%20Send%20once%20per%20user%20and%20remind%20in%20the%20copy%20that%20feedback%20is%20optional.)

Survey from our feedback template targeting trial users

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20survey%20from%20our%20feedback%20template%20and%20target%20only%20users%20in%20the%20trial%20segment%20%28users%20who%20completed%20trial_start%20but%20not%20conversion%29.%20Send%20once%20per%20user%207%20days%20after%20trial%20start.%20Add%20a%20reminder%20that%20we%20use%20feedback%20to%20improve%20the%20product.)

Publish guide and target to new-user segment only

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Publish%20our%20guide%20and%20set%20the%20audience%20to%20the%20new-user%20segment%20only%20%28first%2014%20days%20since%20signup%29.%20Keep%20the%20same%20steps%20and%20messaging.%20Add%20a%20note%20in%20the%20guide%20settings%20so%20the%20team%20knows%20this%20is%20the%20new-user-only%20version.)

Target guide to users in a specific experiment variant

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Show%20our%20guide%20only%20to%20users%20in%20experiment%20variant%20B%20%28or%20control%29.%20Use%20experiment%20exposure%20and%20variant%20property%20so%20we%20can%20explain%20the%20new%20flow%20to%20the%20test%20group.%20Keep%20the%20same%20guide%20steps%20and%20copy%3B%20we%20only%20want%20to%20change%20the%20audience%20to%20the%20variant.)

Guide from onboarding template with progress bar

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20guide%20from%20our%20onboarding%20template.%20Add%20a%20progress%20bar%20showing%20step%20X%20of%20Y.%20Use%20the%20same%20steps%20as%20the%20template%20and%20trigger%20for%20users%20who%20have%20not%20completed%20onboarding.%20Keep%20the%20same%20copy%20and%20tone%20as%20the%20original%20template.)

Experiments

Does my experiment winner also improve 7-day retention?

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=For%20our%20experiment%3A%20besides%20the%20primary%20metric%2C%20does%20the%20current%20winning%20variant%20also%20improve%207-day%20retention%3F%20Show%20retention%20by%20variant%20with%20confidence%20intervals%20and%20a%20recommendation.%20Tell%20me%20if%20we%20should%20ship%20the%20winner%20or%20wait%20for%20retention%20to%20stabilize.)

Segment my experiment results: power users vs. new users

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Segment%20the%20results%20of%20our%20experiment%20by%20power%20users%20vs%20new%20users%20%28use%20our%20segment%20definitions%29.%20Show%20conversion%20and%20primary%20metric%20per%20segment%20per%20variant.%20Tell%20me%20if%20the%20winner%20is%20consistent%20across%20segments%20and%20add%20a%20recommendation%20for%20each%20segment.)

Experiment report: conversion, retention, revenue by variant

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20an%20experiment%20report%3A%20conversion%20rate%2C%207-day%20retention%2C%20and%20revenue%20%28or%20LTV%29%20by%20variant.%20Include%20confidence%20intervals%20and%20which%20variant%20is%20winning%20on%20each%20metric.%20Add%20a%20final%20recommendation%3A%20ship%20winner%2C%20continue%2C%20or%20inconclusive.)

Has my experiment reached significance? Who's the current winner?

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Has%20this%20experiment%20reached%20statistical%20significance%20on%20the%20primary%20metric%3F%20Who%20is%20the%20current%20winner%3F%20Show%20conversion%20rate%20and%20confidence%20intervals%20per%20variant%20and%20recommend%20ship%20or%20keep%20running.%20Add%20a%20note%20on%20how%20much%20longer%20we%20might%20need%20to%20run%20if%20not%20yet%20significant.)

Export experiment results with confidence intervals and recommendation

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Export%20the%20results%20of%20this%20experiment%20with%20columns%3A%20variant%2C%20conversion%20rate%2C%20confidence%20interval%2C%20sample%20size.%20Add%20a%20recommendation%20%28ship%20winner%20%2F%20continue%20%2F%20inconclusive%29%20based%20on%20significance%20and%20business%20context.%20Format%20so%20we%20can%20paste%20into%20a%20slide%20or%20doc.)

Power analysis for my experiment with 10% MDE

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Run%20a%20power%20analysis%20for%20this%20experiment.%20Assume%20a%2010%25%20minimum%20detectable%20effect%20%28MDE%29%20on%20the%20primary%20metric.%20Tell%20me%20the%20required%20sample%20size%20per%20variant%20and%20whether%20we%20are%20powered%20yet.%20If%20not%2C%20estimate%20how%20many%20more%20days%20or%20users%20we%20need%20to%20reach%20power.)

Compare variants and sensitivity if I had 20% more users

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Compare%20variants%20and%20run%20a%20sensitivity%20analysis%3A%20how%20would%20the%20result%20change%20if%20we%20had%2020%25%20more%20users%20in%20each%20variant%3F%20Show%20current%20vs%20projected%20confidence%20intervals.%20Add%20a%20short%20recommendation%20on%20whether%20to%20ship%20now%20or%20wait%20for%20more%20data.)

Tie experiment exposure to 30-day LTV by variant

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Tie%20experiment%20exposure%20to%2030-day%20LTV.%20Show%20average%2030-day%20LTV%20by%20variant%20%28users%20who%20were%20exposed%29.%20Include%20confidence%20interval%20and%20whether%20the%20revenue%20impact%20is%20significant.%20Add%20a%20short%20recommendation%20on%20whether%20we%20should%20ship%20the%20variant%20with%20higher%20LTV.)

AI Feedback

Filter Pain Point and Bug insights from Zendesk and Intercom

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Filter%20AI%20Feedback%20insights%20to%20Pain%20Point%20and%20Bug%20from%20Zendesk%20and%20Intercom%20only%20%E2%80%94%20summarize%20the%20top%20three%20themes%20this%20week%20with%20mention%20counts%20and%20source%20links.)

Compare Feature Request volume: App Store vs. Google Play

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=From%20Feature%20Request%20insights%20tied%20to%20our%20mobile%20app%2C%20compare%20volume%20from%20App%20Store%20vs.%20Google%20Play%20%E2%80%94%20what%20language%20differs%20between%20the%20two%3F)

Save an onboarding complaint as a Saved Trend

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Save%20the%20highest-volume%20complaint%20about%20onboarding%20as%20a%20Saved%20Trend%20%E2%80%94%20describe%20what%20to%20watch%20%28WoW%20spike%2C%20semantic%20drift%29%20after%20we%20ship%20a%20fix.)

Loved Feature insight: cohort + Session Replay plan

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=For%20a%20Loved%20Feature%20insight%20with%20many%20mentions%2C%20use%20Create%20Cohort%20%2B%20Watch%20Session%20Replays%20to%20define%20a%20replay%20sampling%20plan%20%28how%20many%20sessions%2C%20what%20to%20look%20for%29.)

Design a survey from an AI Feedback insight cohort

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Design%20a%20Survey%20%28Guides%20and%20Surveys%29%20triggered%20from%20an%20AI%20Feedback%20insight%3A%20audience%20%3D%20users%20in%20the%20insight%20cohort%2C%20questions%20that%20validate%20the%20theme%20quantitatively.)

Gong + HubSpot: pricing quotes via Global Agent

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Ingest%20Gong%20call%20snippets%20and%20HubSpot%20notes%20as%20sources%20%E2%80%94%20ask%20the%20Global%20Agent%20for%20direct%20quotes%20about%20pricing%20confusion%20and%20map%20them%20to%20the%20Complaint%20/%20Takeaway%20categories.)

Brand mentions: social vs. support early warning

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Monitor%20Brand%20mentions%20from%20Reddit%20and%20X%20vs.%20support%20tickets%3A%20when%20social%20volume%20leads%20ticket%20volume%20by%20a%20few%20days%2C%20what%27s%20an%20early-warning%20dashboard%20we%20should%20use%3F)

CSV NPS upload: columns and user mapping

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Upload%20a%20CSV%20of%20NPS%20verbatims%20%E2%80%94%20validate%20column%20mapping%20%28feedback%20text%2C%20timestamp%2C%20email%29%20and%20outline%20user%20mapping%20so%20insights%20merge%20to%20the%20right%20Amplitude%20users.)

Recurring Bug insight: PRD brief via Global Agent

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=For%20a%20recurring%20Bug%20insight%2C%20write%20a%20short%20PRD-style%20brief%20via%20Global%20Agent%20%28problem%2C%20evidence%20from%20feedback%2C%20success%20metrics%29%20%E2%80%94%20cite%20example%20user%20quotes.)

AI Feedback + User Privacy API: deletion order of operations

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Governance%3A%20when%20we%20delete%20PII%20in%20the%20source%20%28e.g.%20Zendesk%29%2C%20what%27s%20the%20order%20of%20operations%20with%20Amplitude%27s%20User%20Privacy%20API%20and%20AI%20Feedback%20so%20deletions%20are%20complete%3F)

Competitive mentions: brand vs. competitor volume

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=In%20AI%20Feedback%2C%20filter%20insights%20that%20mention%20our%20top%20three%20competitors%20by%20name%20alongside%20our%20brand%20%E2%80%94%20compare%20weekly%20volume%2C%20sentiment%20shift%2C%20and%20top%20quotes.%20Recommend%20a%20one-page%20PMM%20digest%20format%20%28headline%20metrics%20%2B%20three%20follow-up%20actions%29.)

Post-release complaint spike: tie to app versions

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Using%20AI%20Feedback%20Complaint%20insights%20for%20our%20mobile%20app%2C%20compare%20theme%20volume%20in%20the%207%20days%20after%20each%20of%20our%20last%20three%20production%20releases%20vs.%20the%20prior%207%20days.%20Highlight%20any%20theme%20that%20more%20than%20doubled%20and%20suggest%20which%20engineering%20squad%20should%20own%20the%20first%20investigation.)

Activation

Behavioral cohort: signup without activation in 14 days

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Build%20a%20behavioral%20cohort%20of%20users%20who%20completed%20signup%20but%20have%20not%20fired%20our%20activation%20event%20in%20the%20last%2014%20days%20%E2%80%94%20then%20outline%20how%20to%20sync%20it%20to%20our%20engagement%20tool%20for%20a%20win-back%20campaign.)

Predictive goal: likelihood to activate in 7 days

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Create%20a%20predictive%20goal%20for%20likelihood%20to%20activate%20in%20the%20next%207%20days%20and%20compare%20users%20in%20the%20top%2010%25%20vs.%20bottom%2025%25%3A%20what%20events%20and%20properties%20most%20separate%20the%20two%20groups%3F)

Activation workflow: prediction → sync → next-best step

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Design%20an%20Activation%20workflow%3A%20predictive%20cohort%20%28high%20likelihood%20to%20activate%29%20%E2%86%92%20real-time%20or%20hourly%20cohort%20sync%20%E2%86%92%20messaging%20that%20promotes%20our%20defined%20next-best%20step.)

Computation: key actions in 7 days → nudge threshold

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Use%20a%20computation%20to%20turn%20count%20of%20key%20actions%20in%20the%20last%207%20days%20into%20a%20user%20property%20%E2%80%94%20then%20segment%20activation%20rate%20by%20that%20property%20and%20recommend%20a%20threshold%20for%20ready%20to%20nudge.)

Recommendations tied to an activation predictive goal

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Set%20up%20recommendations%20tied%20to%20a%20predictive%20goal%20%28e.g.%20complete%20onboarding%20checklist%29%20and%20validate%20which%20recommended%20actions%20correlate%20with%20the%20highest%20lift%20in%207-day%20activation.)

Activation dashboard: channels, platforms, experiment holdout

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Dashboard%3A%20activation%20conversion%20by%20channel%20and%20platform%2C%20with%20a%20holdout%20readout%20for%20an%20experiment%20that%20changed%20onboarding%20%E2%80%94%20tie%20results%20to%20the%20same%20activation%20definition%20used%20in%20Recommendations.)

Profile API: cohort, prediction, recommendation in-app

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Profile%20API%20use%20case%3A%20return%20cohort%20membership%2C%20prediction%20percentile%2C%20and%20top%20recommendation%20for%20a%20logged-in%20user%20so%20the%20client%20can%20personalize%20the%20home%20screen%20without%20shipping%20new%20segmentation%20logic.)

Daily vs. hourly sync for almost-activated cohorts

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Compare%20automated%20daily%20vs.%20hourly%20cohort%20sync%20for%20an%20almost%20activated%20audience%3A%20when%20does%20membership%20churn%20%28users%20aging%20out%29%20materially%20change%20campaign%20eligibility%3F)

Predictive cohorts: likely to activate vs. churn pre-activation

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Build%20predictive%20cohorts%20for%20both%20likely%20to%20activate%20and%20likely%20to%20churn%20pre-activation%20%E2%80%94%20recommend%20which%20one%20to%20prioritize%20for%20in-product%20Guides%20vs.%20email.)

Audit impact when activation definition changes

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=After%20we%20change%20the%20activation%20event%20definition%2C%20audit%20impact%3A%20historical%20funnel%20vs.%20prediction%20accuracy%2C%20cohort%20sizes%20in%20destinations%2C%20and%20whether%20computations%20need%20updating.)

Persona-weighted activation: admins vs. end users

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=Define%20admin%20vs.%20end-user%20personas%20using%20account%20role%20properties.%20Propose%20a%20weighted%20activation%20score%20%28e.g.%2C%20admin%20setup%20steps%20count%20double%29%20and%20compare%2030-day%20activation%20rate%20between%20personas%20%E2%80%94%20recommend%20one%20in-product%20Guide%20for%20the%20lagging%20persona.)

Destination overlap audit before new cohort sync

[Try in Amplitude →](https://app.amplitude.com/analytics?aiQuery=We%20plan%20to%20sync%20a%20new%20high-intent%2C%20almost-activated%20cohort%20to%20our%20ESP.%20List%20existing%20Activation%20cohorts%20already%20syncing%20to%20that%20destination%2C%20estimate%20user%20overlap%20%28qualitatively%29%2C%20and%20recommend%20whether%20to%20merge%20audiences%2C%20add%20exclusion%20rules%2C%20or%20split%20campaigns%20%E2%80%94%20include%20governance%20checks%20for%20consent%20and%20frequency%20caps.)