Structured Outputs at Scale

[Why structured outputs matter]

Unstructured inputs need to become uniform payloads before systems or humans can trust them.

Schema contracts and validation keep outputs predictable even when inputs vary.

[How Eranova handles structure]

Deterministic outputs shrink manual touches and make downstream automation safe.

• Schema contracts with retries and self-heal correction.
• PII and numeric validation plus enum/threshold checks.
• Versioned payloads and traces for QA and audit.

[Quality metrics]

Measure adherence and retry rates to tune prompts, validators, and schemas.

• Schema adherence: 99.9%
• Manual touches saved: 8/10 cases

[Failure handling]

Contain errors to the smallest surface and keep downstream systems clean.

• Fallback schemas for partial extracts with human review triggers.
• Automatic retries with constrained temperature and targeted prompts.
• Field-level validation to isolate and correct errors without reprocessing the whole payload.

[Rollout sequencing]

Disciplined rollout keeps structured outputs reliable as coverage expands.

• Onboard top doc types first; lock schemas and validators early.
• Track first-pass yield and exception rates before enabling auto-posting.
• Version schemas and prompts to manage changes safely over time.