Glossary
Structured output
Constraining a model to return data matching a schema, so downstream code can rely on it.
Schema-constrained generation removes an entire class of parsing failure. Validate anyway, a structurally valid response can still be semantically wrong.
It pairs naturally with validation. Constrain generation to the schema, then validate the values against your business rules, a well-formed date that falls outside the policy period is structurally valid and semantically wrong, and only the second check catches it.
It also changes error handling for the better. A model that must return a schema can be given an explicit field for uncertainty or refusal, so 'I could not determine this' becomes a value your code can branch on rather than a sentence someone has to parse out of prose.
Give the schema a field for uncertainty. A model forced to pick a value will pick one even when the input does not support it, whereas an explicit low-confidence option lets your code route that case to a human instead of acting on a guess.
Related terms, in context
The concepts you almost always meet alongside structured output.
- Tool calling
- Letting a model invoke defined functions with structured arguments, so it can act rather than only describe.
- Prompt engineering
- Designing the instructions, examples and structure that shape model behaviour.
Where this shows up in our work
Structured output is not an abstraction for us. It is a decision we make on live projects. It shows up most directly in llm application development, where getting it wrong has a cost someone can measure.
If you are evaluating a vendor on this, the useful question is not whether they can define the term. It is what they measure, what they would refuse to do, and what happens in their system when the assumption behind structured output stops holding.
Questions
What is Structured output?
Constraining a model to return data matching a schema, so downstream code can rely on it.
Does Orqent Labs build this?
Yes, LLM Application Development. We work across India, covering all 19,238 PIN codes remotely.
Building something that involves structured output?
We will tell you honestly whether it is the right approach for your problem.
Or email bd@dtrasglobal.com · call +91 74118 77878
