Building a CV Profile Generator with AI21 Studio

AI21 Studio can be used to automatically generate not only marketing copy or content drafts but also single-paragraph text like CV profiles. The key is to first clearly present the format and tone the model should follow.

The core flow is as follows:

• Gather several good CV profile examples and group them under the same phrase Write a winning ... CV profile: so the model learns the prompt and completion pattern.
• Add ## at the end of each example to make use of the stop sequence parameter.
• Personalize the output by adding the candidate's actual traits to the prompt as a feature list.

Simple instructions alone can result in output mixed with third-person narration or fabricated facts. That's why the quality of the examples and the consistency of the prompt matter, and if the examples and input don't align, hallucination or omission can occur.

The final control lever is temperature. The lower the value, the more stable and repetitive the sentences become, and at 0, the same prompt always produces the same result. Raising the value produces more varied and creative sentences.