--- title: "Mobile Growth Resources | Lemon AI" description: "Evidence-led guides for mobile app and game UA teams working on creative analytics, AppLovin reporting, fatigue, cohort forecasting, APIs, and MCP." canonical: "https://lemon-ai.com/resources" markdown_url: "https://lemon-ai.com/resources.md" language: "en" image: "https://lemon-ai.com/og/resources.png" image_alt: "Mobile growth signals converging into an evidence-led acquisition decision." schema_types: ["BreadcrumbList","Organization","WebPage","WebSite"] --- # Methods for mobile growth decisions Resources Practical guides for joining creative delivery to business outcomes, diagnosing what changed, and making the next acquisition decision with evidence. **Written for** Mobile app and game UA, creative, analytics, and growth teams. ## Guides - Creative tagging integrity protocol ## [How to QA AI Creative Tags Before Performance Analysis](https://lemon-ai.com/resources/ai-creative-tagging-qa) An eight-gate protocol for auditing AI creative tags: reconcile every asset and field, expose coverage, migrate labels safely, and test accuracy. [Read the guide →](https://lemon-ai.com/resources/ai-creative-tagging-qa) - Attribute evidence protocol ## [Creative Attribute Analysis: Which Findings Are Real](https://lemon-ai.com/resources/creative-attribute-analysis) Count impressions and every creative tag comparison looks certain. Across 12,516 tagged creatives, 60% of those winners fail once you count creatives. [Read the guide →](https://lemon-ai.com/resources/creative-attribute-analysis) - Creative analytics guide ## [Mobile App Creative Analytics: A Decision Guide](https://lemon-ai.com/resources/mobile-app-creative-analytics) Learn how mobile UA teams connect creative spend to installs, purchases, revenue, and ROAS so they can scale winners and stop weak ads sooner. [Read the guide →](https://lemon-ai.com/resources/mobile-app-creative-analytics) - Forecasting guide ## [Cohort Revenue Forecasting for Mobile Apps](https://lemon-ai.com/resources/cohort-revenue-forecasting) Learn how mobile growth teams forecast cohort revenue, ROAS, and payback without confusing immature predictions with observed financial results. [Read the guide →](https://lemon-ai.com/resources/cohort-revenue-forecasting) - Predicted ROAS decision guide ## [How to Set a D7 ROAS Target From Mature Cohorts](https://lemon-ai.com/resources/d7-roas-target) Set a D7 ROAS target from your app’s mature cohorts, payback deadline, revenue basis, and a leakage-safe backtest instead of borrowing a benchmark. [Read the guide →](https://lemon-ai.com/resources/d7-roas-target) - Early ROAS reliability ## [What Waiting From D7 to D30 Actually Buys](https://lemon-ai.com/resources/d7-vs-d30-roas-decision) We ranked 524 network weeks and $8.8M of spend at every cohort age. Waiting from D7 to D30 moved the ranking 1.2 points on one app set and 9.3 on the other. [Read the guide →](https://lemon-ai.com/resources/d7-vs-d30-roas-decision) - Revenue stream comparison ## [When Ad Revenue, IAP, and Subscription LTV Become Final](https://lemon-ai.com/resources/ltv-forecasting-by-revenue-model) Ad revenue, in-app purchases, and subscriptions settle on three different clocks. What AdMob, MAX, LevelPlay, AppsFlyer, Google Play, and Apple document. [Read the guide →](https://lemon-ai.com/resources/ltv-forecasting-by-revenue-model) - Forecast audit protocol ## [How to Audit a Mobile App Cohort Forecast Backtest](https://lemon-ai.com/resources/mobile-app-cohort-forecast-backtest) Test an LTV or revenue forecast for future leakage, misleading error averages, weak coverage, and unsafe budget decisions. [Read the guide →](https://lemon-ai.com/resources/mobile-app-cohort-forecast-backtest) - AppLovin reporting guide ## [AppLovin Creative Reporting: From Assets to ROAS](https://lemon-ai.com/resources/applovin-creative-reporting) Understand what AppLovin reports at asset level, which outcome metrics need reconciliation, and how to create defensible creative ROAS decisions. [Read the guide →](https://lemon-ai.com/resources/applovin-creative-reporting) - Creative reporting grain ## [Grouping Creatives by Concept Does Not Fix the Ranking](https://lemon-ai.com/resources/concept-level-creative-analysis) We ranked 18,948 AppLovin assets, then ranked the 8,251 creative sets they sit in, on the same days. Pooling left the D7 ROAS ranking where it was. [Read the guide →](https://lemon-ai.com/resources/concept-level-creative-analysis) - Creative test reliability ## [How Much Spend a Creative Test Needs Before the Winner Holds](https://lemon-ai.com/resources/creative-test-spend-threshold) We ranked 1,224 creatives twice inside the same fortnight. The cost-per-install winners held. The D7 ROAS winners landed in the middle. [Read the guide →](https://lemon-ai.com/resources/creative-test-spend-threshold) - iOS creative measurement ## [Creative-Level ROAS on iOS: What Apple Actually Returns](https://lemon-ai.com/resources/ios-creative-level-measurement) Apple 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. [Read the guide →](https://lemon-ai.com/resources/ios-creative-level-measurement) - AI analytics workflow ## [A Read-Only MCP Workflow for Creative Performance Analysis](https://lemon-ai.com/resources/mcp-creative-performance-workflow) Use a scope-first MCP workflow to analyze creative performance, inspect statistical evidence, and turn a supported pattern into the next controlled test. [Read the guide →](https://lemon-ai.com/resources/mcp-creative-performance-workflow) - Attribution window comparison ## [Mobile Attribution Windows: Click, View, Cohort, Postback](https://lemon-ai.com/resources/ad-network-attribution-windows) Click windows, view-through windows, install cohorts, and SKAdNetwork postbacks are four different rules. What six ad platforms document, verified August 2026. [Read the guide →](https://lemon-ai.com/resources/ad-network-attribution-windows) - AppLovin creative testing ## [AppLovin Creative Testing When the Engine Allocates Budget](https://lemon-ai.com/resources/applovin-axon-creative-testing) AppLovin decides which creative spends your money, then reports twelve delivery columns and no outcomes. What a creative comparison can and cannot prove. [Read the guide →](https://lemon-ai.com/resources/applovin-axon-creative-testing) - Creative measurement protocol ## [How to Audit Asset-Level Creative ROAS Before You Scale](https://lemon-ai.com/resources/asset-level-creative-roas) Audit asset-level creative ROAS for provenance, scope, cohort maturity, aggregation, and decision strength before scaling or pausing an ad. [Read the guide →](https://lemon-ai.com/resources/asset-level-creative-roas) - Fatigue measurement protocol ## [How to Measure Creative Fatigue from Performance Data](https://lemon-ai.com/resources/creative-fatigue-measurement) A versioned protocol for measuring creative fatigue: guarded window comparisons, volume floors, a decay rule, and false-positive checks for mobile UA teams. [Read the guide →](https://lemon-ai.com/resources/creative-fatigue-measurement) - Attribute and fatigue guide ## [Creative Fatigue Analysis for Mobile UA Teams](https://lemon-ai.com/resources/creative-fatigue-analysis) Learn how to separate creative fatigue from audience, budget, and attribution effects, then turn the diagnosis into a controlled next test. [Read the guide →](https://lemon-ai.com/resources/creative-fatigue-analysis) - Reporting automation guide ## [Marketing Analytics API and MCP Automation](https://lemon-ai.com/resources/marketing-analytics-api-mcp) Learn how to expose trusted creative and cohort metrics to dashboards, scripts, and AI agents without creating another uncontrolled reporting layer. [Read the guide →](https://lemon-ai.com/resources/marketing-analytics-api-mcp) How the numbers are built ## Read the methodology behind the product Source grain, reconciliation, attribution, ratio aggregation, prediction, backtesting, and limitations are documented in one inspectable reference. 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