5 Ways to Match AliExpress Product Variants — LLM, Embedding, Vision, Rules, and Why I Chose None of Them Alone

A technical comparison of SKU variant matching methods for dropshipping supplier replacement: LLM prompting, vector embeddings, CNN/CLIP vision, rule-based string matching, and hybrid algorithmic — tested against real AliExpress naming chaos.