Production: prompts, contexts, agents and RAG
Run the model in production, without changing it.
- [1npskcg] RAG prompt: check that an answer is supported by the sources | prompt | en | MIT | https://contextetech.com/en/prompts/rag-groundedness-check-1npskcg - [1otu676] RAG prompt: rewrite a chat question into search queries | prompt | en | MIT | https://contextetech.com/en/prompts/rag-query-rewriting-1otu676 - [vqf4s1] AI prompt for an Amazon or Shopify product listing | prompt | en | MIT | https://contextetech.com/en/prompts/amazon-shopify-product-listing-vqf4s1 - [hx10ow] AI context to anonymize personal data in English text | context | en | CC-BY-4.0 | https://contextetech.com/en/contexts/anonymize-english-text-hx10ow - [q0zn5w] JSON schema: classify a support ticket | schema | en | MIT | https://contextetech.com/en/schemas/classify-support-ticket-q0zn5w - [k4gx7a] JSON schema: extract a resume | schema | en | MIT | https://contextetech.com/en/schemas/extract-resume-k4gx7a - [886j6b] JSON schema: extract a U.S. invoice | schema | en | MIT | https://contextetech.com/en/schemas/extract-us-invoice-886j6b
RAG prompt: check that an answer is supported by the sources
Checks a draft answer sentence by sentence against the retrieved passages and flags unsupported claims, as JSON.
RAG prompt: rewrite a chat question into search queries
Turns the last message of a conversation into a standalone search query plus three variants, before retrieval.
AI prompt for an Amazon or Shopify product listing
Prompt to write a product listing for Amazon or Shopify in English: title, 5 bullet points and description, from raw product specs.
AI context to anonymize personal data in English text
AI context that replaces personal data in English text (names, emails, phones, addresses, SSNs, medical record numbers) with tags before sharing it.
JSON schema: classify a support ticket
JSON Schema to classify a support ticket: category, priority, sentiment, one-sentence summary and next action for the support team.
JSON schema: extract a resume
JSON Schema to extract a resume with an LLM: experience, skills, education and certifications. Leaves out age, photo and other protected data.
JSON schema: extract a U.S. invoice
JSON Schema to extract a U.S. invoice with an LLM: vendor, invoice number, dates, line items, subtotal, sales tax and total in USD.
What is AI production use?
Production means using an AI model for real tasks: answering questions, writing, searching documents or automating work. This family brings together resources that guide its responses and organize its use without retraining the model.