--- title: "Lemon AI | See What Every Creative Actually Earns" description: "Paid acquisition intelligence for mobile apps: measure creative revenue, explain winning attributes, generate new ads, and forecast cohort value through D365." canonical: "https://lemon-ai.com/" markdown_url: "https://lemon-ai.com/index.md" language: "en" image: "https://lemon-ai.com/og/home.jpg" image_alt: "Lemon AI creative intelligence for mobile app growth teams" schema_types: ["Organization","WebApplication","WebPage","WebSite"] --- # See what every creative _actually earns._ Even where the network won’t tell you. [![Lemon AI](https://lemon-ai.com/brand/lemon-ai-logo.svg)](https://lemon-ai.com/) [Log in](https://next.lemon-ai.com/login)[Book a demo](https://calendly.com/robert-lemon-ai) Creative intelligence for mobile apps Paid acquisition intelligence for mobile apps: measure creative revenue, explain winning attributes, generate new ads, and forecast cohort value through D365. [Book a demo ](https://calendly.com/robert-lemon-ai)[Reports from our clients →](https://lemon-ai.com/#customer-results) LIVE CREATIVE ANALYSIS**FETCHING ASSET** ![Original casual mobile game ad creative](https://lemon-ai.com/creatives/casual-games/match-garden-v1.jpg) _MECHANIC_ _CHARACTER_ _PAYOFF_ match\_cascade\_v7.mp4**9:16 · VIDEO** NETWORK REPORTS Spend $12,480 Impressions 1,284,502 Clicks 41,920 LEMON LEMON REPORTS Installs 3,204 Revenue D7 $18,912 ROAS D7 152% Match-3 cascadeMascot reactionBoard dominant **$43,426,202**ad spend in the last 30 days **2,251,728**creative assets analyzed **138,463,254,913**impressions processed **760,684,937**cohort outcomes analyzed AppLovin ## Know what every AppLovin creative actually earns AppLovin shows delivery by asset, but keeps revenue and ROAS at campaign level. Lemon AI brings every outcome back to the creative—then lets you break it down by country, platform, or any other dimension. [Book a demo →](https://calendly.com/robert-lemon-ai) ASSET OUTCOME RECONSTRUCTION**PROCESSING** ![Casual match-3 creative](https://lemon-ai.com/creatives/casual-games/match-garden-v1.jpg) match\_cascade\_v7.mp4 → APPLOVIN ASSET ANALYTICS Impressions 1,284,502 Clicks 41,920 Cost $12,480 Revenue / ROAS — → LEMON CREATIVE OUTCOMES Installs 3,204 Purchases 311 Revenue $18,912 ROAS · D7 152% D0 31%D1 54%D3 98%D7 152% ✓ Delivery check · asset cost $12,480 matches AppLovin Asset AnalyticsOutcome estimates are independently non-additive Creative Analytics ## See which assets earn, fade, or waste spend Compare spend, installs, purchases, revenue, and ROAS for every creative in one table. Filter down to the app, network, campaign, country, or platform behind the decision. [Explore Creative Analytics →](https://lemon-ai.com/creative-analytics)[Book a demo →](https://calendly.com/robert-lemon-ai) CREATIVE ANALYTICS / ASSET PERFORMANCE**DATA 2H AGO** NetworkAllAppLovinMetaUnityGoogle5 visible rows | Asset | Network | Spend | Installs | Purchases | Revenue | ROAS D7 | 7-day trend | | ------------------------------------------------------------------------------------------------ | -------- | ------- | -------- | --------- | ------- | ------- | ----------- | | **match\_cascade\_v7.mp4** | AppLovin | $12,480 | 3,204 | 311 | $18,912 | 152% | | | **rescue\_choice\_v4.mp4** | AppLovin | $9,115 | 1,883 | 142 | $8,617 | 95% | | | **merge\_reward\_v3.mp4** | Meta | $7,930 | 1,877 | 203 | $11,340 | 143% | | | **playable\_tutorial\_v2** | Unity | $5,268 | 1,405 | 96 | $6,020 | 114% | | | **boss\_gameplay\_30s.mp4** | Google | $4,411 | 1,102 | 87 | $4,873 | 110% | | _123_ estimated in Lemon AI_123_ from the network [**Native integrations**_AppLovin_ _Meta_ _Google Ads_ _Unity Ads_ _Kayzen_ _**TikTok**TikTok_ _Mintegral_ _Apple Search Ads_ _→_](https://lemon-ai.com/creative-analytics#ad-networks) Attribute Analysis ## Know why it works Lemon reads the creative, tags the choices inside it, and shows how each signal performs across your library. [Explore Attribute Analysis →](https://lemon-ai.com/attribute-analysis)[Book a demo →](https://calendly.com/robert-lemon-ai) CREATIVE ANALYSIS**FETCHING ASSET** SOURCE CREATIVE**1080 × 1920 · VIDEO** ![Casual match-3 mobile game creative under analysis](https://lemon-ai.com/creatives/casual-games/match-garden-v1.jpg) _MECHANIC · CASCADE_ _CHARACTER · MASCOT_ _FRAMING · BOARD DOMINANT_ **12** attributes assigned**986** creatives compared METRIC**ROAS · D7** ATTRIBUTEGame mechanicCharacter roleCreative framing CREATIVE COHORT**Game mechanic** OUTCOME · ROAS D7 **Match-3 cascade**214 creatives **152%** **Rescue choice**186 creatives **138%** **Merge chain**142 creatives **126%** **Builder loop**167 creatives **104%** **Static board**96 creatives **82%** Creative Lab ## Make more of what works Turn the winning hooks, subjects, and formats into new ads without starting from a blank prompt. Generate the next variants and send the ones you choose to your ad networks. [Explore Creative Generation →](https://lemon-ai.com/creative-generation)[Book a demo →](https://calendly.com/robert-lemon-ai) CREATIVE LAB**CREATIVE READY** NEW REQUEST**01 · IMAGE** YOU Turn the winning choice mechanic into a new opening. Keep the decision obvious, introduce a new world, and show the payoff in the first frame. FORMATImageVideoCANVAS1080 × 1920 · 9:161080 × 1080 · 1:1 ![Reference game creative](https://lemon-ai.com/creatives/casual-games/match-garden-v1.jpg) REFERENCE**match\_cascade\_v7.jpg**ROAS D7 · 152% Generate creative → OUTPUT · VARIATION 01**COMPLETED · 6.4S** ![Generated casual rescue game creative](https://lemon-ai.com/creatives/casual-games/rescue-cottage-v1.jpg) 1080 × 1920 1. BRIEF**Intent locked** 2. COMPOSITION**9:16 layout** 3. VISUAL**Choice + character** 4. FINISH**Creative ready** **1** credit / image**7** / 8-second video**0.2** / resize Cohort Prediction ## Know what a cohort is worth before you scale it Lemon predicts what this week's installs will earn through D365, so you can scale the cohorts that will pay back and cut the ones that won't. The model is backtested at 5% to 10% MAPE at D365 and protected by U.S. Patent 12,014,278 B1. Forecast ROAS · D365**186%**payback D147 · 12,934 installs, last 7 days Cohort Prediction is enabled on request. [Explore Cohort Prediction](https://lemon-ai.com/predictive-analytics), or bring your data to a demo. [Book a demo](https://calendly.com/robert-lemon-ai) COHORT REVENUE · D0 → D365**12,934 INSTALLS · LAST 7 DAYS** Chart: Actual and forecast cohort revenue through day 365 Actual revenue Forecast revenue FORECAST ROAS · D365**186%** PAYBACK**D147** MODEL ERROR · D365**7.2%** Customer results ## Client growth stories, in their own words Full, verbatim reports from the teams using Lemon to make acquisition decisions. IndustryAllGamingEntertainmentHealth & FitnessE-CommerceFinTechEdTech 01 / 07 ![Victor Negruta](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar2.png) Gaming ### Victor Negruta CEO, Gamos Mobile > Thanks to Lemon AI, we optimized our CPA and ROAS campaigns on Google Ads, tested new GEOs, and predicted user values over 12 months. Given our 13-month customer payback period, such prediction horizons are a big deal. The analytical dashboard integrated factual and predictive data, offering a comprehensive view and enabling effective budget reallocation. AI-driven insights and optimizations led to significant improvements in campaign performance and user acquisition strategies. $15,000 saved annually via optimized budget reallocation +14.3% campaign performance improvement 20+ insights adapted from AI reports for campaign improvement ![Natallia Minvaleyeva](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar1.png) Gaming ### Natallia Minvaleyeva Lead Marketing Manager, Elephant Games > We partnered with Lemon AI to optimize our CPA campaigns on Google Ads and implement a predictive analytics dashboard. The custom S2S events they designed allowed Google Ads to target our audience more effectively, boosting overall campaign efficiency. Lemon AI predictive dashboards completely replaced all our analytics tools, enabling easier, data-driven decision-making. AI Reports has streamlined our workflow — now we have more processed requests and save valuable time each month +18% ROAS (from custom event implementation) +45% increase in requests processed 30 hours saved monthly on data work ![Vadim Tsybankov](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar3.png) Entertainment ### Vadim Tsybankov Monetization Performance Manager, 365Scores > Our business is a sports app and platform that provides real-time updates, live scores, news, stats, and notifications for a wide range of sports. We reached out to Lemon AI with a request to improve our conversion rate. The Lemon team developed a predictive model that helped identify which users were more likely to place a bet. Thanks to AI Reports, we discovered correlations between our audience and the channels from which we receive organic traffic. As a result, we can now create more targeted content on relevant platforms to boost conversion rates for clicks and registrations. +4.2% increase in first-time deposit (FTD) conversion rate ![Diana Kurganova](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar4.png) Health & Fitness ### Diana Kurganova Project Manager > Our company organizes sports races around the world and events aimed at maintaining good fitness. Thanks to the predictive analytics developed by the Lemon AI team, we were able to identify the combinations of channels and ad campaigns with banners that provided the greatest growth for our mobile app. Using AI Reports, we determined which internal event names best correlated with user LTV and retention. As a result, we set up smart push notifications that were triggered when a certain audience segment or event was reached. This also helped increase in-app retention +12.7% growth across all ad campaigns +19% increased retention through optimized Meta channels +19.2% boost in in-app retention through smart push notifications ![Sergey Mariev](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar5.png) E-Commerce ### Sergey Mariev Co-Founder of Global Digital Agency, Omnimix > We're a global digital agency with clients across various industries. Together with the Lemon AI team, we successfully tackled an e-commerce retail case. Our goal was to increase the LTV of users in the mobile app of one of our clients — an emerging marketplace player. Predictive analytics helped pinpoint the channels and banners that attracted a higher-value audience — customers with larger average order sizes and more frequent purchases. Additionally, with precise audience segmentation in AI Reports, the Lemon AI team developed a personalized predictive model. For example, a customer who buys a box of pencils is recommended paints and drawing pads. This recommendation system boosted the average order value +14.6% LTV growth on Android +12.4% LTV growth on iOS ![Mark Kogan](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar6.png) FinTech ### Mark Kogan CEO & Founder > We faced challenges in maximizing LTV, improving retention rates, and converting users from free trials to paid subscriptions. Thanks to our collaboration with Lemon AI, we were able to effectively tackle these issues. The Lemon AI team quickly trained a model using direct access to our data on Amazon Web Services, taking just 4 days to get it fully operational. With their predictive analytics, we identified the most effective paywall options based on user behavior, which significantly boosted both our conversion rates and LTV. They also implemented FastTrack for Meta Ads, delivering precise predictions within 38 seconds through SKAdNetwork, specifically targeting the top 50% of users with the highest LTV by day 90\. Additionally, Lemon AI helped us segment our audience and design personalized retargeting campaigns through AI Reports +22% LTV on Day 90 +27% conversion rate from free trial to paid subscription plan ![Oleg Vereshchagin](https://lemon-ai.com/images/HomePage/ClientsSection/Avatar7.png) EdTech ### Oleg Vereshchagin CEO & Founder, Global Foreign Language School > We are an international language school with an audience spread across different countries, speaking various languages. The Lemon AI team helped us reduce customer acquisition costs and increase client LTV. Thanks to their analytics, we have been able to optimize channels and identify banners with the highest CTR, which have been displayed to different audiences across various countries and effectively attracted customers. AI Reports data helped us establish a connection between the country, language, and banner that appealed to high- value users. As a result, with the help of Lemon AI, we have built a system to re - engage users on the platform, enabling language switching and driving additional sales tailored to different languages. 12.7% Customer acquisition cost decreased 26.4% Customer acquisition cost decreased within 12 months [Book a demo](https://calendly.com/robert-lemon-ai) Alerts · API · MCP ## You don’t have to open Lemon to use Lemon Get creative alerts in Slack or Telegram. Ask Lemon from Claude or another MCP client. Pull the numbers into your own tools through the API. SLACK ALERT**08:42** **Creative fatigue detected**rescue\_choice\_v4.mp4 lost 31% of its IPM over 5 days while still taking $1,030/day. ROAS D7 95% ↓ Spend at risk $6,180 API**200 OK** ``` GET /v1/creatives?sort=-roas_d7 { "asset": "match_cascade_v7.mp4", "spend": 12480, "revenue_d7": 18912, "roas_d7": 1.52, "provenance": "lemon_estimate" } ``` MCP · CLAUDE**CONNECTED** YOU Which AppLovin creatives are losing efficiency? LEMON I found 3\. The largest spend at risk is **rescue\_choice\_v4.mp4** at $6,180. Uses the same permissions and metric definitions as the Lemon app · [docs in the app](https://app.lemon-ai.com/) Pricing ## The full creative loop starts at $279 per app, per month Creative Analytics, Attribute Analysis, and Creative Lab—with unlimited users and connected ad networks. monthlyquarterlyyearlysave 25% Creative Intelligence ### $279 / month Per app · billed monthly [Start free · 7 days, no card](https://app.lemon-ai.com/signup)[Book a demo](https://calendly.com/robert-lemon-ai) The trial covers up to 2 apps with 3,000 generation and 1,200 attribute credits. Trial credits expire when the trial ends. Everything your acquisition and creative teams need: Creative AnalyticsAttribute AnalysisCreative GenerationUnlimited usersUnlimited ad networks **11+ apps**Volume discounts make the per-app price substantially lower for large-scale accounts. Need cohort forecasting?**Cohort Prediction** Cohort revenue forecasts to D365 on the patented per-user model. **$1,399** one-time setup **\+ $679** /mo per app [Talk to us ↗](https://calendly.com/robert-lemon-ai) FAQ ## What teams ask before they start 01**How does Lemon estimate AppLovin asset outcomes?**_+_ AppLovin gives Lemon the impressions, clicks, and cost for each asset. Lemon combines them with matching outcome rates to estimate installs, purchases, revenue, and D0 to D7 performance. Use those estimates to compare assets, not add them together, because one AppLovin ad can contain several assets. 02**Which cohort windows do I get on each network?**_+_ Lemon shows each network with the window it actually reports. AppLovin and Unity Ads include D0, D1, D3, and D7 conversions and value. Kayzen includes D0 to D7 cohort value. Meta includes 1, 7, and 28-day click windows. Google Ads includes conversion-lag windows under 1, 2, 4, and 8 days. Mintegral, TikTok, and Apple Search Ads provide delivery metrics. 03**How fresh is the data?**_+_ Lemon pulls each network on its reporting schedule and shows when the data was last updated. Cohort values still in progress are marked as partial. If a network does not provide a metric, Lemon shows N/A instead of zero. 04**Does this replace my MMP?**_+_ No. Lemon reads reporting data from the networks directly and works alongside AppsFlyer or Adjust. Lemon's AppLovin asset estimates cover outcomes an MMP cannot show, because the network does not expose asset-level results to them either. 05**What access does Lemon need to my ad accounts?**_+_ Lemon needs reporting API access. It does not change bids, budgets, or targeting. Lemon sends a generated creative to a network only when you choose to push it. 06**How does the free trial work?**_+_ 7 days, no card, up to 2 apps, with 3,000 generation credits and 1,200 attribute credits included. Trial credits expire when the trial ends. After the trial, Creative Analytics, Attribute Analysis, and Creative Generation are included for $279/mo per app. 07**Which networks are supported?**_+_ AppLovin, Meta, Google Ads, Unity Ads, TikTok, Mintegral, Kayzen, and Apple Search Ads, with YouTube available through the Google connection. Unlimited networks and unlimited users are included on every plan. ## Bring us the question your dashboards can't answer In 30 minutes, see your creatives and cohorts in one place, with the answers your ad networks leave out. [Book a demo ](https://calendly.com/robert-lemon-ai) match\_cascade\_v7.mp4$12,480**3,204 installs** **$18,912 revenue** **152% ROAS** One creative. 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