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

+28% CTR +18% ROAS -15% CPI Reports from our clients
An early D7 ROAS signal rising through payback on day 163 to a D365 forecast of 155.0% ROAS, $10.09 LTV, and $130,526 revenue.
D7 actual 32.0% (estimated in Lemon AI) ROAS LTV $2.08
Payback · D163 100.0% ROAS LTV $6.51
D365 forecast 155.0% ROAS LTV $10.09
D7 actual
32.0% ROAS, $2.08 LTV, $26,947 revenue
Payback D163
100.0% ROAS, $6.51 LTV, $84,210 revenue
D365 forecast
155.0% ROAS, $10.09 LTV, $130,526 revenue
Ad spend analyzed in the last 30 days
$43,426,202
Creative assets analyzed
2,251,728
Ad impressions analyzed
138,463,254,913
Cohort outcomes analyzed
760,684,937

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.

The creative
Skincare ad creative analyzed in AppLovin and Lemon AI
ugc_hook_reveal_v3.mp4 9:16 video
What AppLovin reports Delivery only
AppLovin
Asset analytics
Impressions
1,284,502
Clicks
41,920
Spend
$12,480
Revenue + ROAS Campaign level only
What you see in Lemon AI Every metric for this creative
Creative performance
Break down every metric by
Country Platform Campaign
Impressions
1,284,502
Clicks
41,920
Spend
$12,480
Installs
3,204
Purchases
311
Revenue
$18,912
ROAS D7
152%
For every creative See exactly where each result comes from

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.

Filters
Table charts Lemon estimate 5 visible rows
  1. ugc_hook_reveal_v3.mp4 AppLovin
    Spend
    $12,480
    Revenue
    $18,912 (estimated in Lemon AI)
    ROAS D7
    152% (estimated in Lemon AI)
  2. gameplay_boss_30s.mp4 AppLovin
    Spend
    $9,115
    Revenue
    $8,617 (estimated in Lemon AI)
    ROAS D7
    95% (estimated in Lemon AI)
  3. static_carousel_04.png Meta
    Spend
    $7,930
    Revenue
    $11,340
    ROAS D7
    143%
  4. playable_tutorial_v2 Unity
    Spend
    $5,268
    Revenue
    $6,020
    ROAS D7
    114%
  5. ugc_couple_testimonial.mp4 Google
    Spend
    $4,411
    Revenue
    $4,873
    ROAS D7
    110%
Asset Network Spend Installs Purchases Revenue ROAS D7 ROAS D7
by date
Installs
by platform
Spend
by country
ugc_hook_reveal_v3.mp4 AppLovin $12,480 3,204 (estimated in Lemon AI) 311 (estimated in Lemon AI) $18,912 (estimated in Lemon AI) 152% (estimated in Lemon AI) ROAS D7 by date for ugc_hook_reveal_v3.mp4, estimated in Lemon AI. Values: 139, 142, 138, 144, 147, 150, 152 Values: 139, 142, 138, 144, 147, 150, 152 iOS: 1,762 Android: 1,442 iOS: 1,762; Android: 1,442 US: 6,240 GB: 3,744 CA: 2,496 US: 6,240; GB: 3,744; CA: 2,496
gameplay_boss_30s.mp4 AppLovin $9,115 1,883 (estimated in Lemon AI) 142 (estimated in Lemon AI) $8,617 (estimated in Lemon AI) 95% (estimated in Lemon AI) ROAS D7 by date for gameplay_boss_30s.mp4, estimated in Lemon AI. Values: 108, 106, 109.00000000000001, 103, 99, 97, 95 Values: 108, 106, 109.00000000000001, 103, 99, 97, 95 Android: 1,883 Android: 1,883 US: 5,469 DE: 2,735 GB: 911 US: 5,469; DE: 2,735; GB: 911
static_carousel_04.png Meta $7,930 1,877 203 $11,340 143% ROAS D7 by date for static_carousel_04.png. Values: 139, 137, 141, 138, 140, 144, 143 Values: 139, 137, 141, 138, 140, 144, 143 iOS: 1,042 Android: 835 iOS: 1,042; Android: 835 US: 3,965 GB: 2,379 DE: 1,586 US: 3,965; GB: 2,379; DE: 1,586
playable_tutorial_v2 Unity $5,268 1,405 96 $6,020 114% ROAS D7 by date for playable_tutorial_v2. Values: 102, 104, 106, 108, 110.00000000000001, 112.99999999999999, 113.99999999999999 Values: 102, 104, 106, 108, 110.00000000000001, 112.99999999999999, 113.99999999999999 Android: 1,405 Android: 1,405 US: 2,634 CA: 1,580 JP: 1,054 US: 2,634; CA: 1,580; JP: 1,054
ugc_couple_testimonial.mp4 Google $4,411 1,102 87 $4,873 110% ROAS D7 by date for ugc_couple_testimonial.mp4. Values: 102, 104, 103, 107, 108, 109.00000000000001, 110.00000000000001 Values: 102, 104, 103, 107, 108, 109.00000000000001, 110.00000000000001 iOS: 1,102 iOS: 1,102 GB: 2,206 DE: 1,323 US: 882 GB: 2,206; DE: 1,323; US: 882

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 analysis Sample account · AURORA_SERUM_04.jpg
Fetching asset Reading composition Assigning attributes Analysis ready
Source creative 1080 × 1350 · Image
Portrait skincare ad creative showing a woman holding a coral serum bottle Opening hook · UGC reveal Direct gaze · Present Product placement · In hand Usage gesture · Face touch Creative format · UGC portrait Setting · Bathroom
12 attributes assigned 986 creatives compared
Metric ROAS · D7
Creative cohort Opening hook
Outcome ROAS · D7
UGC reveal 214 creatives
148%
Product demo 186 creatives
131%
Before & after 142 creatives
118%
Gameplay 167 creatives
106%
Static offer 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.

Creative Lab AURORA · Summer acquisition
Writing request Setting format Setting canvas Adding reference Sending to Creative Lab Building composition Generating creative Creative ready
New request 01 · Image
You

Turn the winning UGC reveal into a new opening. Keep the creator and product, but make the first frame feel immediate.

Reference ugc_reveal_v3.jpg ROAS D7 · 148%
Reference skincare creative
1 reference 1 credit
Output Variation 01
Ready to generate Understanding request Rendering 1080 × 1920 Completed · 6.4s
Generated vertical skincare ad showing a woman applying serum with a glass dropper 1080 × 1920
  1. BriefIntent locked
  2. Composition9:16 layout
  3. VisualCreator + product
  4. FinishCreative ready
JPG · 1.8 MB · 1 credit

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

155.0%

payback D163 · spend $84,210

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

Cohort revenue · D0 → D365 12,934 installs · spend $84,210

100% · PAYBACK D163 D0 D180 D365 D163 D0 D365

Actual through D28 Forecast to D365

Cumulative cohort revenue and ROAS by day
Day Cumulative revenue ROAS
D0 $0.00 0.0%
D30 $70,905 84.2%
D90 $77,894 92.5%
D180 $86,612 102.9%
D365 $130,526 155.0%
Cumulative revenue by acquisition cohort and cohort day. Values through D28 are actual; later values through D365 are forecasts.
Install date Campaign Country Actual Forecast
D7 D30 D60 D90 D180 D365
Jul 27 to Aug 2 US Prospecting US $11,857 $31,198 $33,310 $34,273 $38,109 $57,431
Jul 27 to Aug 2 Broad Value GB $8,354 $21,980 $23,468 $24,147 $26,850 $40,463
Jul 27 to Aug 2 Android Scale DE $6,737 $17,726 $18,926 $19,474 $21,653 $32,631

Customer results

Client growth stories, in their own words

01 / 08

Victor Negruta

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

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 · #ua-alerts · 09:12

New alert: D7 ROAS below 35%

ROAS D7 per day (2026-07-15) is less than 35.00% for the following assets:

  • Hero_Q3_v4 down 21.40% (estimated in Lemon AI)
  • Summer_Sale_02 down 28.90% (estimated in Lemon AI)

#D7 ROAS below 35%

API

curl -H "Authorization: Bearer $LEMON_API_KEY" \
  "https://api.lemon-ai.com/v1/creatives/performance?date_from=2026-06-01&date_to=2026-06-30&metric=installs&metric=roas&sort_by=installs&limit=25"

# response
{
  "external_id": "creative-123",
  "campaign_name": "US_Prospecting",
  "installs": 900,
  "cost": 1450.75,
  "cpi": 1.612,
  "metrics": { "roas:d7": 2.0 },
  "cohort_metadata": {
    "data_as_of": "2026-07-20",
    "partial": true,
    "non_additive": true
  }
}

MCP

claude mcp add --transport http lemon https://api.lemon-ai.com/mcp
A Claude chat where the user asks to check Lemon AI data. Claude loads the Lemon MCP integration and returns an account snapshot with 90 creatives and a table ranked by CPI.

Ask Claude. Get the answer from Lemon.

Claude can read the same creative data your team sees in Lemon and answer the question in the conversation where you asked it.

8 read-only endpoints · scope analytics:read · docs in the app

Pricing

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

Billing

Creative Intelligence

$279per app / month

Billed monthly

Included

11+ apps Volume discounts make the per-app price substantially lower for large-scale accounts.


The trial covers up to 2 apps with 3,000 generation and 1,200 attribute credits. Trial credits expire when the trial ends.

“CTR increased by 28%.” Victor Negruta · Gamos Mobile

Cohort Prediction

Cohort revenue forecasts to D365 on the patented per-user model.

Add Cohort Prediction · Book a demo →

$1,399 one-time setup per account

+ $679 /mo per app

FAQ

What teams ask before they start

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.

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.

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.

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.

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.

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.

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.

9:16 ugc_hook_reveal_v3.mp4 $12,480 3,204 (estimated in Lemon AI) $18,912 (estimated in Lemon AI) 152% (estimated in Lemon AI)

One creative. Spend, installs, revenue, and ROAS in the same row.

760,684,937 cohort outcomes analyzed with Lemon

Lemon AI

Book a demo

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