https://lemon-ai.com/ 2026-08-25T00:00:00.000Z https://lemon-ai.com/resources/ai-creative-tagging-qa 2026-08-25T00:00:00.000Z 2026-08-25T00:00:00.000Z

An eight-gate protocol for auditing AI creative tags: reconcile every asset and field, expose coverage, migrate labels safely, and test accuracy.

https://lemon-ai.com/resources/creative-attribute-analysis 2026-08-21T00:00:00.000Z 2026-08-25T00:00:00.000Z

Count impressions and every creative tag comparison looks certain. Across 12,516 tagged creatives, 60% of those winners fail once you count creatives.

https://lemon-ai.com/resources/mobile-app-creative-analytics 2026-08-11T00:00:00.000Z 2026-08-25T00:00:00.000Z

Learn how mobile UA teams connect creative spend to installs, purchases, revenue, and ROAS so they can scale winners and stop weak ads sooner.

https://lemon-ai.com/resources/cohort-revenue-forecasting 2026-08-11T00:00:00.000Z 2026-08-24T00:00:00.000Z

Learn how mobile growth teams forecast cohort revenue, ROAS, and payback without confusing immature predictions with observed financial results.

https://lemon-ai.com/resources/d7-roas-target 2026-08-21T00:00:00.000Z 2026-08-24T00:00:00.000Z

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.

https://lemon-ai.com/resources/d7-vs-d30-roas-decision 2026-08-24T00:00:00.000Z 2026-08-24T00:00:00.000Z

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.

https://lemon-ai.com/resources/ltv-forecasting-by-revenue-model 2026-08-17T00:00:00.000Z 2026-08-24T00:00:00.000Z

Ad revenue, in-app purchases, and subscriptions settle on three different clocks. What AdMob, MAX, LevelPlay, AppsFlyer, Google Play, and Apple document.

https://lemon-ai.com/resources/mobile-app-cohort-forecast-backtest 2026-08-11T00:00:00.000Z 2026-08-24T00:00:00.000Z

Test an LTV or revenue forecast for future leakage, misleading error averages, weak coverage, and unsafe budget decisions.

https://lemon-ai.com/resources/applovin-creative-reporting 2026-08-11T00:00:00.000Z 2026-08-22T00:00:00.000Z

Understand what AppLovin reports at asset level, which outcome metrics need reconciliation, and how to create defensible creative ROAS decisions.

https://lemon-ai.com/resources/concept-level-creative-analysis 2026-08-22T00:00:00.000Z 2026-08-22T00:00:00.000Z

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.

https://lemon-ai.com/resources/creative-test-spend-threshold 2026-08-22T00:00:00.000Z 2026-08-22T00:00:00.000Z

We ranked 1,224 creatives twice inside the same fortnight. The cost-per-install winners held. The D7 ROAS winners landed in the middle.

https://lemon-ai.com/resources/ios-creative-level-measurement 2026-08-22T00:00:00.000Z 2026-08-22T00:00:00.000Z

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.

https://lemon-ai.com/resources/mcp-creative-performance-workflow 2026-08-19T00:00:00.000Z 2026-08-19T00:00:00.000Z

Use a scope-first MCP workflow to analyze creative performance, inspect statistical evidence, and turn a supported pattern into the next controlled test.

https://lemon-ai.com/resources/ad-network-attribution-windows 2026-08-15T00:00:00.000Z 2026-08-15T00:00:00.000Z

Click windows, view-through windows, install cohorts, and SKAdNetwork postbacks are four different rules. What six ad platforms document, verified August 2026.

https://lemon-ai.com/resources/applovin-axon-creative-testing 2026-08-15T00:00:00.000Z 2026-08-15T00:00:00.000Z

AppLovin decides which creative spends your money, then reports twelve delivery columns and no outcomes. What a creative comparison can and cannot prove.

https://lemon-ai.com/resources/asset-level-creative-roas 2026-08-11T00:00:00.000Z 2026-08-15T00:00:00.000Z

Audit asset-level creative ROAS for provenance, scope, cohort maturity, aggregation, and decision strength before scaling or pausing an ad.

https://lemon-ai.com/resources/creative-fatigue-measurement 2026-08-14T00:00:00.000Z 2026-08-15T00:00:00.000Z

A versioned protocol for measuring creative fatigue: guarded window comparisons, volume floors, a decay rule, and false-positive checks for mobile UA teams.

https://lemon-ai.com/resources/creative-fatigue-analysis 2026-08-11T00:00:00.000Z 2026-08-11T00:00:00.000Z

Learn how to separate creative fatigue from audience, budget, and attribution effects, then turn the diagnosis into a controlled next test.

https://lemon-ai.com/resources/marketing-analytics-api-mcp 2026-08-11T00:00:00.000Z 2026-08-11T00:00:00.000Z

Learn how to expose trusted creative and cohort metrics to dashboards, scripts, and AI agents without creating another uncontrolled reporting layer.

https://lemon-ai.com/news/creative-analytics-august-2026 2026-08-11T00:00:00.000Z 2026-08-11T00:00:00.000Z

Asset-level outcomes now connect to alerts, exports, a read-only REST API, and MCP access for AI assistants.

https://lemon-ai.com/news/4 2024-12-01T00:00:00.000Z 2024-12-01T00:00:00.000Z

Ask AI Co-Pilot about your dashboard data and compare countries faster in the map view.

https://lemon-ai.com/news/1 2024-10-11T00:00:00.000Z 2024-10-11T00:00:00.000Z

The Lemon AI team will be in Lisbon from November 8 to 15 in the Beta Startups section.

https://lemon-ai.com/news/3 2024-10-01T00:00:00.000Z 2024-10-01T00:00:00.000Z

Predictions now arrive sooner, models retrain when behavior changes, and Predictive Dashboards have moved to Lemon’s own analytics system.

https://lemon-ai.com/news/2 2024-04-20T00:00:00.000Z 2024-04-20T00:00:00.000Z

Andrew Bluemental and Gregory Potemkin will speak about using predictive technology in user acquisition.