---
title: "AI Creative Attribute Analysis for Mobile Ads | Lemon AI"
description: "Tag image, video, and text assets with AI, compare creative elements against ROAS or conversion performance, and inspect the ads behind each result."
canonical: "https://lemon-ai.com/attribute-analysis"
markdown_url: "https://lemon-ai.com/attribute-analysis.md"
language: "en"
image: "https://lemon-ai.com/og/attribute-analysis.png"
image_alt: "A matrix highlights the creative attributes associated with winning outcomes."
schema_types: ["BreadcrumbList","Organization","WebApplication","WebPage","WebSite"]
---

# Attribute Analysis

[LEMON AI](https://lemon-ai.com/)/PRODUCT

AI creative element intelligence

Watch Lemon read the creative itself: who appears, what happens, how the product is framed, and how the message lands. Then see which choices are tied to better ROAS, CPI, CTR, or conversion.

[Book a demo ](https://calendly.com/robert-lemon-ai)[Start free →](https://app.lemon-ai.com/signup)

 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%**

How it works

## Teach Lemon what to look for. It handles the rest.

### Choose what you want to learn

Ask about the hook, character, setting, offer, visual style, or any creative choice your team cares about.

### Let Lemon scan every creative

Lemon reads matching images, videos, and ad copy across your library. You do not have to label them by hand.

### See what moves performance

Compare each creative choice against ROAS, conversion value, CPI, CTR, or another metric you use to make decisions.

Your creative language

## Analyze the ideas that matter to your brand

Track the hooks, settings, characters, offers, and visual styles your team already talks about. Add a new idea once and Lemon finds it across the library.

**Attribute definitions · 3 active · demo data**

| Attribute          | Type    | Asset scope   | Coverage | Status     |
| ------------------ | ------- | ------------- | -------- | ---------- |
| hook\_type         | Enum    | Video         | 98%      | Complete   |
| text\_density      | Number  | Image · Video | 94%      | Processing |
| voiceover\_present | Boolean | Video         | 100%     | Complete   |

From pattern to creative

## Click any result to see the ads behind it

Go straight from a winning pattern to the creatives that use it. See the examples, the metric, and the campaign context without rebuilding your filters. Every result carries the number of creatives behind it and the range the sample supports, because the sample size in an attribute comparison is the number of creatives, not the number of impressions. Before a tag enters that comparison, the [creative tagging integrity protocol](https://lemon-ai.com/resources/ai-creative-tagging-qa) checks population, failed fields, coverage, and label version.

| Selected value     | ROAS · D7 | Assets | Compared with    |
| ------------------ | --------- | ------ | ---------------- |
| UGC hook, first 3s | 148%      | 214    | All other values |

| Creative · demo data      | Network  | ROAS D7 |
| ------------------------- | -------- | ------- |
| ugc\_hook\_reveal\_v3.mp4 | AppLovin | 152%    |
| gameplay\_boss\_30s.mp4   | AppLovin | 95%     |
| static\_carousel\_04.png  | Meta     | 143%    |
| playable\_tutorial\_v2    | Unity    | 114%    |

Turn every winning pattern into your next brief.

Send the best-performing hook, format, or visual style straight into Creative Lab. Make new variants from the ads that already work, then choose what goes live.

[Explore Creative Generation](https://lemon-ai.com/creative-generation)

FAQ

## Questions before you get started

### What is creative attribute analysis?

Creative attribute analysis measures how recurring elements inside ads relate to performance. Instead of comparing only whole creatives, Lemon lets teams examine attributes such as hook type, format, subject, pacing, voiceover, or text density against the metric and attribution window they select.

### Do I have to label every creative manually?

No. You define the attribute and Lemon applies it across matching assets with AI. Manual attributes are also supported when a team needs a controlled taxonomy or wants to correct a value.

### Which asset and attribute types are supported?

Attributes can be applied to image, video, and text assets. A definition can produce an enum, number, or boolean value, which supports both categorical questions and measurable properties.

### Can I inspect the creatives behind an attribute result?

Yes. Every attribute value can be opened to inspect example assets under the same app, network, campaign, country, platform, date, and performance filters used by the analysis.

### How does Attribute Analysis connect to Creative Generation?

The analysis identifies the elements associated with stronger results. Those findings can then become a generation brief or reference set in Creative Lab, keeping the creative iteration grounded in observed performance.

More capabilities

## Analyze, create, and forecast in one product

### [Creative Analytics](https://lemon-ai.com/creative-analytics)

Compare delivery, conversions, revenue, and ROAS for every ad asset across connected networks without flattening incompatible attribution windows.

### [Creative Generation](https://lemon-ai.com/creative-generation)

Generate image and video variants in a persistent creative workspace, resize them for placements, and move approved output into connected ad accounts.

### [Cohort Prediction](https://lemon-ai.com/predictive-analytics)

Forecast cohort revenue, ROAS, ARPU, and payback through D365 from early user behavior, then break the result down where acquisition decisions are made.

Bring your hardest growth question

## See Attribute Analysis work on your data

Bring one app and the decision in front of you. We’ll show you what Lemon finds.

[Book a demo](https://calendly.com/robert-lemon-ai) [Start free · 7 days, no card →](https://app.lemon-ai.com/signup)

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