Coming soon

Vision API

Hybrid VLM + algorithmic OCR for enterprise-grade document understanding. Extract tables, key-value pairs, and handwriting from any document — with deterministic accuracy that pure LLMs can't match.

The hybrid approach

Pure LLMs guess. Hybrid systems know.

Vision Language Models excel at understanding layout and context. Traditional algorithmic OCR delivers character-perfect accuracy. Nutrient's Vision API combines both — VLM intelligence for structure recognition, algorithmic precision for text extraction. The result: enterprise-grade accuracy without hallucination.

VLM Layer

Understands document layout, table boundaries, form structure, and reading order — even in complex multi-column layouts.

Algorithmic OCR Layer

Character-level text recognition with deterministic results. No hallucinated text, no probabilistic guessing — exact extraction every time.

Fusion Engine

Combines structural understanding with precise extraction. Cross-validates results for confidence scoring you can trust in production.


Planned capabilities


Built for AI agents

The document understanding layer your AI stack is missing

AI agents need to understand documents before they can act on them. Vision API provides the structured extraction layer that turns opaque PDFs, scans, and images into data your agents can reason about.

Pair with Nutrient's full document processing stack — redaction, signing, form filling, conversion — to close the Read-Write Gap completely.


  • Sub-second latency
  • SOC 2 Type 2
  • Self-host option
  • Deterministic output
Feature Section Image

Be first to use Vision API

Contact us for details and we will notify you when Vision API is ready for integration.