Multi-Shot to Single-Shot Converter

Convert a few-shot prompt (system + multiple example turns + final query) into a single-shot prompt that fits in one user message. Useful when you want to drop a system + examples into a cached prefix, or when migrating to an API surface that doesn't support multi-turn examples.

How to use the Multi-Shot to Single-Shot Converter

Paste system, examples, and final query separately. The output is one consolidated prompt with examples inlined under "Examples:" heading. Drop into a single user message or use as a cached prefix that varies only at the final query.

Collapsing few-shot examples into one prompt

A few-shot prompt teaches by example: a system instruction followed by several example exchanges, then the real query. Spread across multiple message turns that works well, but sometimes you need it all in a single user message — to sit in a cached prefix that only changes at the final query, or to fit an API surface that doesn't accept multi-turn examples.

This converter takes the system text, the examples, and the final query as separate inputs and inlines the examples under a single “Examples:” heading, producing one consolidated prompt. The structure stays clear to the model while collapsing into the single block those situations require.

Common use cases

  • Prompt caching — build a stable prefix of system plus examples that varies only at the query.
  • Single-message APIs — fit few-shot examples where multi-turn input isn't available.
  • Completion endpoints — move chat-style examples into one text block for a completion model.
  • Prompt portability — carry a few-shot setup between tools as one reusable string.
  • Template building — produce a consolidated base you fill in per request.

Frequently asked questions

What is the difference between few-shot and single-shot?

Few-shot supplies several worked examples before the task; single-shot gives the task with no examples. This tool keeps the examples but folds them into one message instead of separate turns.

Why collapse examples for caching?

Prompt caching rewards a long, unchanging prefix. Putting system plus examples in one stable block, with only the final query varying, maximizes the cached portion.

What input does it expect?

A system prompt, examples in Q: ... A: ... form separated by blank lines, and the final query — each in its own field.

Does this reduce token count?

Not materially — roughly the same tokens are sent. The benefit is structural: one cacheable message instead of many turns, which can lower cost when prompt caching applies.
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