E-commerce guide
Token compression for e-commerce AI
E-commerce platforms use AI for product recommendations, search, review analysis, and customer support. Each use case sends product data to LLMs — and product catalogs are large.
E-commerce AI token hotspots
An e-commerce AI system sends: product descriptions (200-500 tokens each), customer reviews (100-300 tokens each), search queries (10-50 tokens), and purchase history (500-2000 tokens). For a store with 10,000 products and 1,000 daily AI queries, that is millions of tokens per day.
Cost savings at scale
| E-commerce Scale | Daily AI Calls | Monthly Cost | With Compression | Savings |
|---|---|---|---|---|
| Small store | 500 | $150 | $53 | $97 |
| Mid-market | 5,000 | $1,500 | $525 | $975 |
| Enterprise | 50,000 | $15,000 | $5,250 | $9,750 |
Frequently asked questions
Does compression preserve product details?
Yes. SuperCompress keeps lines that match the user query. For a question about 'red shoes size 10', it keeps product attributes matching those criteria.
Can I use it with Shopify or Magento?
Yes. Add SuperCompress as middleware in your e-commerce AI backend.
Try it yourself
Paste your long prompt into the playground, ask a question, and see what SuperCompress keeps and removes. Free, no signup needed.