AI Content Generation

Leverage AI to automatically generate and optimize product content for better visibility and conversion on Google Shopping.

Overview

AI Content Generation uses advanced language models to create compelling, SEO-optimized product content from your existing Shopify data.

Supported AI Fields

How It Works

Generation Flow

Product Data → AI Processing → Content Cache → Feed Generation
     ↓              ↓               ↓               ↓
  Shopify      LLM Service    Database Store    Final Output

Product-Level AI (v4.1+)

AI content is generated once per product, not per variant:

• All variants of the same product share identical AI content
• 66% reduction in API calls compared to per-variant generation
• Consistent messaging across all product options

Credit Consumption

Example: Generating all 5 fields for 100 products = 500 credits

Caching System

Cache Key

AI content is cached using a unique key:

shopId + productId + variantId + field + rulesHash

Cache Invalidation

Content is regenerated when:

• Feed rules change (different rulesHash)
• Manual regeneration requested
• Cache manually cleared

Cache Benefits

• 95-98% cache hit rate when rules unchanged
• 80-90% time reduction on subsequent generations
• ~95% API cost savings on cached content

Fallback Mode

When AI credits are insufficient:

The feed still generates successfully using fallback values.

Configuration

Enable AI for a Field

1. Open Feed Rule Engine
2. Navigate to Product Details tab
3. Select a field (e.g., Title)
4. Choose "AI Generated" option
5. Save and generate

AI Settings

Configure AI behavior in Settings > AI Settings:

• Enable/Disable: Toggle AI for specific fields
• Content Tone: Professional, Casual, Technical
• Language: Output language preference
• Length Constraints: Min/max character limits

Best Practices

1. Prioritize High-Value Products

Focus AI on products that:

• Have incomplete or poor descriptions
• Need better SEO optimization
• Are top sellers or high-margin items

2. Review Before Publishing

Always preview AI-generated content:

• Check for accuracy and relevance
• Verify brand voice consistency
• Edit if necessary

3. Use Templates for Consistency

Combine AI with templates:

• Use templates for brand elements
• Let AI handle product-specific content
• Maintain consistent formatting

4. Monitor Performance

Track AI content performance:

• Compare CTR before/after AI optimization
• Monitor conversion rates
• Adjust strategy based on results

Limitations

• Language Support: Currently optimized for English content
• Character Limits: Output may be truncated for very long inputs
• Industry Specific: Some niche industries may need manual review
• Image Analysis: AI generates text only, does not analyze product images

Troubleshooting

AI Generation Failed

Poor Quality Output