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.
Vision API is in development
We're building a document understanding engine that combines Vision Language Models with battle-tested algorithmic OCR. Get notified when it launches.
Join the waitlistThe 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
Table Extraction
Detect and extract tables from complex documents — including merged cells, nested headers, and spanning layouts — into structured JSON, CSV, or Excel.
Key-Value Pair Extraction
Automatically identify and extract labeled data from invoices, forms, IDs, and receipts without templates or predefined schemas.
Intelligent Character Recognition
Read handwritten text, cursive annotations, and mixed print-handwriting documents with VLM-enhanced recognition.
Document Classification
Automatically categorize documents by type — invoices, contracts, medical records, government forms — to route processing pipelines.
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
Be first to use Vision API
Join the waitlist for early access. We'll notify you when Vision API is ready for integration.