GPT-3.5 Turbo Instruct launched on September 28, 2023 as part of OpenAI's update that also brought fine-tuning support to the GPT-3.5 Turbo family. While the base GPT-3.5 Turbo targets the Chat Completions API, this variant works with the legacy Completions endpoint, the same interface GPT-3 era models used. That makes it the natural successor for workflows built on that format.
The model follows the instructed-completion paradigm: you write a free-form prompt and the model continues or responds directly, without requiring the message-role structure the chat endpoint demands. This suits few-shot pattern completion, structured data extraction from templated prompts, text transformation tasks, and any integration where a prompt-in, completion-out contract is preferable.
OpenAI positioned the Instruct variant as a bridge for developers who wanted Turbo-family efficiency and pricing without abandoning the Completions interface. For new projects, chat-format models generally offer more capability per token. But for existing pipelines or use cases where single-turn completion is semantically cleaner, GPT-3.5 Turbo Instruct fills a clear slot.