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# Methods for mobile growth decisions

[LEMON AI](https://lemon-ai.com/)/LIBRARY

Resources

Practical guides for joining creative delivery to business outcomes, diagnosing what changed, and making the next acquisition decision with evidence.

DECISION GUIDES

## Methods for better mobile growth decisions.

[Forecasting guide_2026-09-14_Cohort Revenue Forecasting for Mobile AppsLearn how mobile growth teams forecast cohort revenue, ROAS, and payback without confusing immature predictions with observed financial results.Explore ](https://lemon-ai.com/resources/cohort-revenue-forecasting)[Revenue stream comparison_2026-09-14_When Ad Revenue, IAP, and Subscription LTV Become FinalAd revenue, in-app purchases, and subscriptions settle on three different clocks. What AdMob, MAX, LevelPlay, AppsFlyer, Google Play, and Apple document.Explore ](https://lemon-ai.com/resources/ltv-forecasting-by-revenue-model)[Creative test reliability protocol_2026-09-15_Is Your Creative Ranking Real? Split the Fortnight and CheckDecide how much data a creative test needs on your own account: split the fortnight by alternating days, rank each half, and compare the overlap with chance.Explore ](https://lemon-ai.com/resources/creative-ranking-split-half-test)[Mobile UA budget decisions_2026-09-14_Your ROAS Clears the Target. Should You Increase Spend?Use marginal ROAS to examine a mobile UA budget increase, without mistaking a before-and-after comparison for proof of incremental revenue.Explore ](https://lemon-ai.com/resources/marginal-roas-mobile-ua)[Mobile UA payback_2026-09-06_Your Cohort Reached 100% ROAS. Has It Paid Back?Calculate mobile UA payback on revenue, contribution, and cash receipts with a worked cohort example and downloadable daily ledger.Explore ](https://lemon-ai.com/resources/mobile-ua-payback-period)[AppLovin reporting guide_2026-09-14_AppLovin Creative Reporting: From Assets to ROASUnderstand what AppLovin reports at asset level, which outcome metrics need reconciliation, and how to create defensible creative ROAS decisions.Explore ](https://lemon-ai.com/resources/applovin-creative-reporting)[Creative test brief_2026-09-15_How to Turn a Creative Finding Into a Testable BriefTurn mobile ad performance evidence into a creative test brief with one claim, one controlled change, a decision metric, and honest result branches.Explore ](https://lemon-ai.com/resources/creative-test-brief)[Creative tagging integrity protocol_2026-09-14_How to QA AI Creative Tags Before Performance AnalysisAn eight-gate protocol for auditing AI creative tags: reconcile every asset and field, expose coverage, migrate labels safely, and test accuracy.Explore ](https://lemon-ai.com/resources/ai-creative-tagging-qa)[Creative analytics guide_2026-09-15_Mobile App Creative Analytics: A Decision GuideLearn how mobile UA teams connect creative spend to installs, purchases, revenue, and ROAS so they can scale winners and stop weak ads sooner.Explore ](https://lemon-ai.com/resources/mobile-app-creative-analytics)[Predicted ROAS decision guide_2026-09-14_How to Set a D7 ROAS Target From Mature CohortsSet a D7 ROAS target from your app’s mature cohorts, payback deadline, revenue basis, and a leakage-safe backtest instead of borrowing a benchmark.Explore ](https://lemon-ai.com/resources/d7-roas-target)[Forecast audit protocol_2026-09-14_How to Audit a Mobile App Cohort Forecast BacktestTest an LTV or revenue forecast for future leakage, misleading error averages, weak coverage, and unsafe budget decisions.Explore ](https://lemon-ai.com/resources/mobile-app-cohort-forecast-backtest)[iOS creative measurement_2026-08-22_Creative-Level ROAS on iOS: What Apple Actually ReturnsApple returns the creative digits only in the first postback. Your day 7 and day 35 signal always comes back two digits wide, at campaign grain.Explore ](https://lemon-ai.com/resources/ios-creative-level-measurement)[AI analytics workflow_2026-08-19_A Read-Only MCP Workflow for Creative Performance AnalysisUse a scope-first MCP workflow to analyze creative performance, inspect statistical evidence, and turn a supported pattern into the next controlled test.Explore ](https://lemon-ai.com/resources/mcp-creative-performance-workflow)[Attribution window comparison_2026-08-15_Mobile Attribution Windows: Click, View, Cohort, PostbackClick windows, view-through windows, install cohorts, and SKAdNetwork postbacks are four different rules. What six ad platforms document, verified August 2026.Explore ](https://lemon-ai.com/resources/ad-network-attribution-windows)[AppLovin creative testing_2026-09-15_AppLovin Creative Testing When the Engine Allocates BudgetAppLovin decides which creative spends your money, then reports twelve delivery columns and no outcomes. What a creative comparison can and cannot prove.Explore ](https://lemon-ai.com/resources/applovin-axon-creative-testing)[Creative measurement protocol_2026-09-14_How to Audit Asset-Level Creative ROAS Before You ScaleAudit asset-level creative ROAS for provenance, scope, cohort maturity, aggregation, and decision strength before scaling or pausing an ad.Explore ](https://lemon-ai.com/resources/asset-level-creative-roas)[Fatigue measurement protocol_2026-09-15_How to Measure Creative Fatigue from Performance DataA versioned protocol for measuring creative fatigue: guarded window comparisons, volume floors, a decay rule, and false-positive checks for mobile UA teams.Explore ](https://lemon-ai.com/resources/creative-fatigue-measurement)[Attribute and fatigue guide_2026-09-15_Creative Fatigue Analysis for Mobile UA TeamsLearn how to separate creative fatigue from audience, budget, and attribution effects, then turn the diagnosis into a controlled next test.Explore ](https://lemon-ai.com/resources/creative-fatigue-analysis)[Reporting automation guide_2026-08-11_Marketing Analytics API and MCP AutomationLearn how to expose trusted creative and cohort metrics to dashboards, scripts, and AI agents without creating another uncontrolled reporting layer.Explore ](https://lemon-ai.com/resources/marketing-analytics-api-mcp)

NEXT STEP

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