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RAG

Pricing with context

Retrieve comparable products, give the model evidence, and make the context visible alongside its estimate.

OpenAIChromaEmbeddings

Try the experience

LOCAL PROTOTYPE

Illustrative sample data and scripted interactions. No live models, API calls, or notifications. These examples show the proposed experience, not measured model results.

Over-ear wireless headphones with active noise cancellation, a travel case, and 30-hour battery life.

Switch products to explore another prepared example.

See what informs the estimate.

Choose a product and reveal its sample result.

UNDER THE HOOD

How it works

Sentence Transformers embeds the product description. Chroma retrieves five similar records and their prices, which are included in the frontier model’s prompt before it estimates a price.

  1. 01Product description
  2. 02Vector search
  3. 03Five comparable products
  4. 04LLM estimate

A design decision

Expose the retrieved records in the interface. Visitors can inspect whether the context is actually relevant instead of seeing an unexplained number.