See what every creative actually earns. Even where the network won’t tell you.

Paid acquisition intelligence for mobile apps: measure creative revenue, explain winning attributes, generate new ads, and forecast cohort value through D365.

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LIVE CREATIVE ANALYSISFETCHING ASSET
Original casual mobile game ad creative
MECHANICCHARACTERPAYOFF
match_cascade_v7.mp49:16 · 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
$43,426,202ad spend in the last 30 days
2,251,728creative assets analyzed
138,463,254,913impressions processed
760,684,937cohort 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 →
ASSET OUTCOME RECONSTRUCTIONPROCESSING
Casual match-3 creative
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.

CREATIVE ANALYTICS / ASSET PERFORMANCEDATA 2H AGO
5 visible rows
AssetNetworkSpendInstallsPurchasesRevenueROAS D77-day trend
match_cascade_v7.mp4AppLovin$12,4803,204311$18,912152%
rescue_choice_v4.mp4AppLovin$9,1151,883142$8,61795%
merge_reward_v3.mp4Meta$7,9301,877203$11,340143%
playable_tutorial_v2Unity$5,2681,40596$6,020114%
boss_gameplay_30s.mp4Google$4,4111,10287$4,873110%
123 estimated in Lemon AI123 from the network
Native integrationsAppLovinMetaGoogle AdsUnity AdsKayzenTikTokTikTokMintegralApple Search Ads

Attribute Analysis

Know why it works

Lemon reads the creative, tags the choices inside it, and shows how each signal performs across your library.

CREATIVE ANALYSISFETCHING ASSET
SOURCE CREATIVE1080 × 1920 · VIDEO
Casual match-3 mobile game creative under analysis
MECHANIC · CASCADECHARACTER · MASCOTFRAMING · BOARD DOMINANT
12 attributes assigned986 creatives compared
METRICROAS · D7
CREATIVE COHORTGame mechanic
OUTCOME · ROAS D7

Match-3 cascade214 creatives

152%

Rescue choice186 creatives

138%

Merge chain142 creatives

126%

Builder loop167 creatives

104%

Static board96 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.

CREATIVE LABCREATIVE READY
NEW REQUEST01 · 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.

Reference game creative

REFERENCEmatch_cascade_v7.jpgROAS D7 · 152%

OUTPUT · VARIATION 01COMPLETED · 6.4S
Generated casual rescue game creative
1080 × 1920
  1. BRIEFIntent locked
  2. COMPOSITION9:16 layout
  3. VISUALChoice + character
  4. FINISHCreative ready

1 credit / image7 / 8-second video0.2 / 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 · D365186%payback D147 · 12,934 installs, last 7 days

Cohort Prediction is enabled on request. Explore Cohort Prediction, or bring your data to a demo.

Book a demo
COHORT REVENUE · D0 → D36512,934 INSTALLS · LAST 7 DAYS
TODAY · D7D0D7D30D90D180D365
Actual revenue Forecast revenue
FORECAST ROAS · D365186%
PAYBACKD147
MODEL ERROR · D3657.2%

Customer results

Client growth stories, in their own words

Full, verbatim reports from the teams using Lemon to make acquisition decisions.

01 / 07

Victor Negruta
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
Book a demo

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 ALERT08:42

Creative fatigue detectedrescue_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
API200 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 · CLAUDECONNECTED

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

Pricing

The full creative loop starts at $209 per app, per month

Creative Analytics, Attribute Analysis, and Creative Lab—with unlimited users and connected ad networks.

Creative Intelligence

$279 / month

Per app · billed monthly

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+ appsVolume 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

FAQ

What teams ask before they start

01How 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.

02Which 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.

03How 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.

04Does 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.

05What 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.

06How 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.

07Which 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
match_cascade_v7.mp4$12,4803,204 installs$18,912 revenue152% ROAS
One creative. Spend, installs, revenue, and ROAS in the same row.

LEMON AI

Bring us your growth question.