--- 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 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 · 7 days, no card →](https://app.lemon-ai.com/signup) **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](https://lemon-ai.com/creatives/attribute-analysis-creative-v3.jpg) _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** Attribute Opening hookCreative formatSetting 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%** **UGC portrait** 388 creatives **139%** **Creator montage** 231 creatives **127%** **Product close-up** 194 creatives **111%** **Static image** 173 creatives **78%** **Bathroom** 204 creatives **133%** **Bedroom** 168 creatives **119%** **Outdoors** 121 creatives **104%** **Studio** 257 creatives **91%** Stop guessing why the winner won. Lemon breaks every ad into the creative choices inside it, then shows you which hooks, subjects, formats, pacing, voiceovers, and messages perform best. Use what wins to write a sharper brief and make the next round stronger. How it works ## Teach Lemon what to look for. It handles the rest. 01 · Define ### Choose what you want to learn Ask about the hook, character, setting, offer, visual style, or any creative choice your team cares about. 02 · Tag ### 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. 03 · Measure ### 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. Definitions3 active | 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, using the rules in [creative attribute analysis](https://lemon-ai.com/resources/creative-attribute-analysis). 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 UGC hook, first 3s ROAS · D7 148% Assets 214 Compared with All other values **ugc\_hook\_reveal\_v3.mp4**AppLovin · ROAS D7 152% **gameplay\_boss\_30s.mp4**AppLovin · ROAS D7 95% **static\_carousel\_04.png**Meta · ROAS D7 143% **playable\_tutorial\_v2**Unity · ROAS D7 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 [ Asset-level performance **Creative Analytics** Compare delivery, conversions, revenue, and ROAS for every ad asset across connected networks without flattening incompatible attribution windows. Explore Creative Analytics → ](https://lemon-ai.com/creative-analytics)[ Image and video production **Creative Generation** Generate image and video variants in a persistent creative workspace, resize them for placements, and move approved output into connected ad accounts. Explore Creative Generation → ](https://lemon-ai.com/creative-generation)[ Revenue forecasting **Cohort Prediction** Forecast cohort revenue, ROAS, ARPU, and payback through D365 from early user behavior, then break the result down where acquisition decisions are made. Explore Cohort Prediction → ](https://lemon-ai.com/predictive-analytics) 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. 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