Every field populated.
Every value traceable to its source.
Define extraction schemas and freeze them as versioned data contracts. The runtime populates every field with LLM-driven precision, anchoring each value to its source citation. Review surfaces low-confidence values for human correction, with every edit permanently logged.
Schema-defined, citation-anchored,
human-reviewable extraction.
Define field schemas — names, types, validation rules — and version them as data contracts. Freeze a contract snapshot when it reaches production readiness. Downstream consumers always know exactly which contract version populated their data.
LLM-driven field population runs against every document in the pipeline. Each value is anchored to a source citation — coordinate- precise, linked back to the original page. Retry logic and error handling ensure no field goes unpopulated without a recorded reason.
Low-confidence values surface automatically for human review. Reviewers correct fields directly in the review interface. Every edit is logged — who changed what, from which value, at what time — creating a per-field audit trail that satisfies compliance requirements.
From schema definition to audited output in three steps.
Build the field schema for a document type — name every field, assign types, set validation constraints. When the contract is production-ready, freeze a versioned snapshot. Changes to the schema produce a new version; existing data always knows which version extracted it.
The extraction runtime runs against each document, applying the frozen contract. Every field is populated via LLM inference and anchored to a bounding-box citation on the source page. Fields that cannot be populated are flagged with a reason, not silently left blank.
The review interface surfaces every field below the confidence threshold. A human reviewer inspects the source citation, corrects the value if needed, and submits. The full edit history — original value, correction, reviewer, timestamp — is preserved permanently.
Composable with document intake and governance.
“Every extracted value has a citation. When an auditor asks where a figure came from, *we show them the page.* That used to take hours — now it takes seconds.”
Built for how the industry actually works.
Quovy does not pitch core replacement. Tech leaders know how painful that is. We thread through the homegrown patchwork specialty teams have stitched together over years.
See Extraction in action.
Walk through an extractor build, a live runtime run, and the review interface against a real submission document.