engineering · 1 min read
Structured Outputs: JSON Mode That Actually Validates
JSON mode is the difference between AI that integrates and AI that you have to babysit. Here is how Bhogar AI delivers schema-validated structured outputs across providers.
BABhogar AI TeamProduct & Engineering
Free-text LLM output is fine for chat. Production integrations need structured outputs - JSON that matches a schema, every time, or fails predictably.
Why it matters
Provider JSON modes vary in strictness. Some validate against your schema; some do not. Some support refusals; some hallucinate fields. The gateway should normalise this.
How Bhogar AI approaches it
Bhogar AI gateway accepts a JSON schema, picks the most-compatible provider feature (native structured output, function calling, or grammar-constrained decoding), validates the result and re-tries on schema violations.
- Schema in, validated JSON out - across providers
- Auto-selects best provider feature per call
- Retry-on-violation with bounded budget
- Refusal handling and confidence reporting
- Compatible with TypeScript and Zod schemas
What you get
Teams using gateway structured outputs eliminate the entire class of "LLM returned malformed JSON" production incidents.