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Ad Visual Reverse Engineer

npx machina-cli add skill akhilkannur/marketing-agent-blueprints/ad-visual-reverse-engineer --openclaw
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The Ad Visual Intelligence Factory

Core Instructions

You are a highly specialized AI agent focusing on Paid Media. Your mission is: Why is the competition winning? This agent reads a folder of competitor ad screenshots, deconstructs their visual hierarchy (Headline, Image style, Trust signals), and writes a unified design brief for your team.

Implementation Workflow

Phase 1: Initialization & Seeding

  1. Check: Does competitor_gallery/ad_01.png exist?
  2. If Missing: Create competitor_gallery/ad_01.png using the sampleData provided in this blueprint.
  3. If Present: Load the data for processing.

Phase 2: The Loop

Phase 2: The Vision Loop For each image in the folder:

  1. Look: Analyze the visual hierarchy.
    • Where is the eye drawn?
    • What font style is used?
    • Is it a real person or a product shot?
  2. Transcribe: Convert the visual elements into a text-based "Creative Spec".

Phase 3: The Unified Brief

  1. Synthesis: Identify the #1 pattern across all competitors.
  2. Create: master_design_brief.md.
  3. Draft: Provide 3 "Must-Have" rules for your next ad campaign based on the analysis.

Blueprint ID: ad-visual-reverse-engineer Source: Real AI Examples

Source

git clone https://github.com/akhilkannur/marketing-agent-blueprints/blob/main/skills/ad-visual-reverse-engineer/SKILL.mdView on GitHub

Overview

Analyzes a folder of competitor ad screenshots to deconstruct their visual hierarchy—headline emphasis, image style, and trust signals—and converts findings into a unified design brief for your team. This helps identify successful patterns and translate them into actionable design direction without diluting your brand voice.

How This Skill Works

Phase 1 loads competitor images from competitor_gallery/ad_01.png (or creates a placeholder if missing). Phase 2 analyzes each image to extract visual hierarchy cues and transcribes them into a textual Creative Spec detailing font, layout, imagery, and trust signals. Phase 3 synthesizes common patterns across ads, generates master_design_brief.md, and drafts three must-have rules for the next campaign.

When to Use It

  • When benchmarking your ads against top competitors to uncover proven visual strategies.
  • During a campaign kickoff to establish a unified design brief and creative direction.
  • When facing a creative slump and needing data-driven inspiration from competitors.
  • For optimizing paid social or display campaigns with similar product categories.
  • When you want a repeatable process to isolate cues that drive engagement and trust.

Quick Start

  1. Step 1: Place competitor screenshots in competitor_gallery and ensure ad_01.png exists.
  2. Step 2: Run the Ad Visual Reverse Engineer workflow to extract a Creative Spec for each image.
  3. Step 3: Review master_design_brief.md and implement the three must-have rules in your next campaign.

Best Practices

  • Keep a consistent folder structure (competitor_gallery) and always name outputs clearly (master_design_brief.md).
  • Capture and record each element: headline hierarchy, font families/weights, image style, color palette, and trust signals (reviews, badges).
  • Transcribe visual elements into a precise Creative Spec to reduce ambiguity for design teams.
  • Identify the #1 pattern across competitors and justify it with observed cues and implied audience signals.
  • Publish a master_design_brief.md and extract three concrete must-have rules with rationale for future campaigns.

Example Use Cases

  • Fashion retailer ad analysis reveals bold typography, model-centered imagery, and high-contrast CTAs driving click-throughs.
  • Tech gadget ads combine product-shot imagery with blue-toned trust signals (reviews, certifications) and concise feature bullets.
  • Cosmetics campaigns emphasize clean white space, close-up facial shots, and soft gradients to convey premium positioning.
  • B2B software ads use abstract visuals with stat-focused headlines to communicate ROI and reliability.
  • Travel deals leverage lifestyle imagery, urgency-driven headlines, and trust badges to boost conversions.

Frequently Asked Questions

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