Ecommerce has several heavy AI workloads: description generation, semantic search, recommendation reranking, visual search, and shopping-assistant chat. The RTX 5060 Ti 16GB at our hosting covers them.
Contents
Product Descriptions
- Llama 3 8B FP8 at ~110 t/s, 300-token SEO description in ~3 seconds
- Batch generate 1,000 products in under 1 hour
- LoRA fine-tune on your brand voice: ~30 min on 2-3k past descriptions
Semantic Search
- Embed catalogue with BGE-base: ~10k products/sec
- Re-embed full 100k-SKU catalogue in 10 seconds
- Vector search in Qdrant: < 20 ms per query
Recommendation Reranking
- Generate candidates via collaborative filtering (CPU / Redis)
- Rerank top-200 with cross-encoder (BGE-reranker-base): ~60 ms
- LLM-based “why you’d like this” explanation: optional 400-ms extra
Visual Search
- Customer uploads image -> CLIP encoder -> vector similarity to product catalogue
- CLIP ViT-L/14: 250 images/sec indexing
- Query-time: ~30 ms end-to-end
Shopping Assistant Chat
| Stage | Latency |
|---|---|
| Query embed | 3 ms |
| Catalogue retrieve top-50 | 20 ms |
| Rerank | 25 ms |
| LLM reply (Llama 3 8B FP8) | 2,000 ms |
| Total | ~2.1 s |
Concurrent shopping chats: ~16 active, 160 MAU.
Ecommerce AI on Blackwell 16GB
Descriptions, search, reranking, chat – all in one card. UK dedicated hosting.
Order the RTX 5060 Ti 16GBSee also: Shopify AI plugin, marketing copywriter, embedding throughput, reranker, search engine.
