geo-multimodal-tagger（地理多模态标记器）

Multimodal Asset Tagger

Methodology by GEOly AI (geoly.ai) — every image and video is a citation opportunity AI can either read or miss.

Generate optimized metadata for images, videos, and audio files for AI platforms.

Quick Start

python scripts/optimize_asset.py --type image --description "dashboard showing metrics" --output optimized.md

Why Multimodal Matters

AI platforms increasingly read visual content:

Image Optimization

Alt Text Formula

[Descriptive subject] + [Brand if relevant] + [Context/use case]

Examples:

❌ alt="image1.jpg" ❌ alt="product photo" ✅ alt="GEOly AI dashboard showing AIGVR score trend over 30 days" ✅ alt="Brand visibility comparison chart across ChatGPT and Perplexity — GEOly AI"

Filename Formula

[primary-keyword]-[secondary-keyword]-[brand]-[descriptor].jpg

Examples:

❌ IMG_3847.jpg ✅ geo-brand-visibility-dashboard-geoly-ai.png ✅ aigvr-score-chart-ai-search-monitoring.jpg

ImageObject Schema

{
  "@context": "https://schema.org",
  "@type": "ImageObject",
  "name": "AIGVR Score Dashboard",
  "description": "Dashboard showing brand visibility scores across AI platforms",
  "contentUrl": "https://example.com/images/dashboard.jpg",
  "author": {
    "@type": "Organization",
    "name": "GEOly AI"
  },
  "keywords": "AIGVR, brand visibility, AI search, dashboard"
}

Video Optimization

Checklist

• [ ] Title contains primary keyword
• [ ] Description: first 150 chars = keyword + brand
• [ ] Transcript/captions attached (SRT/VTT)
• [ ] Chapters/timestamps for long videos
• [ ] Thumbnail: keyword-rich filename
• [ ] VideoObject Schema added

VideoObject Schema

{
  "@context": "https://schema.org",
  "@type": "VideoObject",
  "name": "How to Optimize for AI Search",
  "description": "Complete guide to GEO strategies...",
  "thumbnailUrl": "https://example.com/thumbs/geo-guide.jpg",
  "uploadDate": "2024-01-15",
  "duration": "PT12M30S",
  "contentUrl": "https://example.com/videos/geo-guide.mp4"
}

Audio/Podcast Optimization

• Descriptive episode titles (not "Episode 47")
• 150+ word descriptions, keyword-rich
• Full transcript as page content
• Guest names and topics as entities

Asset Optimization Tool

python scripts/optimize_asset.py \
  --type [image|video|audio] \
  --description "Asset description" \
  --brand "BrandName" \
  --keywords "keyword1,keyword2"

Output:

• Optimized Alt Text
• Recommended filename
• Schema markup
• Discoverability score (Before/After)

Scoring

Discoverability Score: 0-10

• 8-10: Excellent
• 6-7: Good
• 4-5: Fair
• <4: Poor