惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

U
Unit 42
A
About on SuperTechFans
J
Java Code Geeks
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Stack Overflow Blog
Stack Overflow Blog
Recent Announcements
Recent Announcements
GbyAI
GbyAI
F
Fortinet All Blogs
Blog — PlanetScale
Blog — PlanetScale
MongoDB | Blog
MongoDB | Blog
MyScale Blog
MyScale Blog
aimingoo的专栏
aimingoo的专栏
H
Help Net Security
月光博客
月光博客
博客园 - Franky
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Apple Machine Learning Research
Apple Machine Learning Research
The Cloudflare Blog
WordPress大学
WordPress大学
S
SegmentFault 最新的问题
T
Tailwind CSS Blog
Jina AI
Jina AI
有赞技术团队
有赞技术团队
博客园_首页

Inside Nutrient

A guide to the invisible work behind documents Introducing Nutrient Documents for Salesforce: Native document generation and signing Document AI vs. traditional OCR: Choosing between OCR, AI, and hybrid pipelines PDF SDK compliance and security evaluation checklist for enterprise teams (2026) Invariant Corp replaces paper processes with Nutrient Workflow and scales without limits What is process mapping? A complete guide Nutrient vs. Conga Composer for Salesforce document generation (2026) Document routing: How to automate document distribution The CTO’s AI playbook: Why accountability architecture beats orchestration Compliance workflow automation: Why built-in compliance is table stakes Workflow diagrams: Examples, symbols, and how to build one that actually runs Digital forms: Replace paper forms with automated workflows Approval workflow software: How to automate approvals Why document-centric automation is different The CEO’s AI playbook: Why decision architecture beats model selection Nutrient SDK product updates for Q1 2026 PDF redaction verification: How to prove sensitive data is permanently removed What is a VPAT? The complete guide to accessibility conformance reports What is PDF/UA? The accessible PDF standard explained Salesforce eSignatures: Generate, sign, and track documents in one flow Online document viewer: Options, tradeoffs, and how to embed one Document viewer for web apps: React, Vue, Angular (2026) Best document viewers in 2026: A buyer’s guide How to edit a PDF in Python: Add text, images, and annotations Nutrient advances Workflow platform with agentic AI for enterprise-grade speed and consistency in document-heavy operations How to create a Salesforce quote template from opportunity data The business case for accessibility: Five ways it drives enterprise value Python PDF library comparison (2026): 7 libraries for developers Why your AI agent hallucinates PDF table data PDF.js limitations: When to upgrade to a commercial PDF SDK
Nutrient SDK product updates for Q4 2025
Pavel Bogachevskyi · 2026-01-12 · via Inside Nutrient

The final quarter of 2025 capped off a year of transformation. Where Q3 laid the groundwork for intelligence and inclusivity, Q4 delivered the payoff: AI that runs entirely on users’ devices, architecture modernization that future-proofs cross-platform apps, and backend improvements that make everything faster.

Three themes defined this release:

  • On-device intelligence — AI Assistant now runs locally on iOS using Apple Foundation Models, no server required.
  • Platform evolution — React Native New Architecture support arrived, Android modernized its theming system, and iOS added precision tools for technical workflows.
  • Backend muscle — Document Engine conversions run up to 3x faster, OCR expanded to 120+ languages, and deployment is now simpler with CDN-hosted assets.

This past quarter wasn’t about adding features for the sake of features. It was about removing the barriers that slowed teams down — infrastructure complexity, platform migration friction, and the overhead of maintaining AI pipelines.

On-device AI Assistant: Intelligence without infrastructure

A corporate agreement document displayed on the left with an AI Assistant chat panel on the right. The user asks 'We’re onboarding a new partner. Can you compare the pricing terms across these contracts and flag any unusual variations?' The AI Assistant responds with a summary analyzing 10 partner contracts, noting that 6 use standard tiered pricing with volume discounts, 2 have fixed rates with annual adjustments, and 2 use custom pricing

When Apple announced Foundation Models in June, we saw an opportunity to fundamentally change how AI-powered document features work. The result? On-device AI Assistant for iOS, shipped in Nutrient iOS SDK 26.2.

This isn’t a stripped-down version of our server-based AI Assistant — it’s a complete reimplementation of the AI pipeline that runs entirely on the device. Users can ask questions about documents using natural language, get intelligent answers, and never send a single byte to external servers.

The technical challenge wasn’t just integrating Apple’s large language model; it was managing context windows efficiently so the feature worked smoothly, even in documents with huge numbers of pages. We spent significant time handling the context window of Apple’s model to ensure the experience felt native.

What you get:

  • Zero server dependencies — No AI Assistant server to deploy, configure, or maintain
  • Privacy by design — Document content never leaves the device
  • Simple integration — Add a single button to your toolbar and you’re done
  • iOS 26 native design — Liquid Glass styling with capsule-shaped floating buttons that match the platform aesthetic
  • Large document support — Optimized context window management handles documents with huge numbers of pages

The best part? You can try it today without writing code. Our PDF Viewer app on the App Store(opens in a new tab) includes on-device AI Assistant — just make sure Apple Intelligence is enabled on your device.

We’re continuing to invest heavily in AI Assistant server for the most advanced capabilities, but on-device AI Assistant offers a streamlined path for teams that want AI-powered document features without infrastructure overhead.

React Native New Architecture: Future-proof your cross-platform apps

Side-by-side comparison diagram showing React Native’s old architecture versus new architecture. The old architecture shows a linear flow from View through React Renderer, Async Bridge (highlighted in red), Native Renderer, to RCTView. The new architecture shows the same components but with direct connections replacing the Async Bridge, illustrating the performance improvements from synchronous native calls

React Native’s New Architecture represents the biggest change to the framework since its release. With the JavaScript Interface (JSI) replacing the bridge, apps get synchronous native calls, better type safety, and significant performance improvements. But migration has been a challenge for complex native modules.

Nutrient React Native SDK 4 solves that. Full New Architecture support is here, with zero compromises on backward compatibility.

What this means for your team:

  • New Architecture ready — When you enable New Architecture in your React Native app, Nutrient just works
  • No migration pain — Internal detection handles the switch automatically; your existing code continues to function
  • Type-safe callbacks — Event handling is now fully typed for better developer experience
  • Latest platform targets — Updated to the latest iOS and Android SDK versions

If you’re still on the old architecture, no changes are required. The SDK detects your configuration and adapts. But when you’re ready to migrate, Nutrient won’t be the blocker.

The API has been cleaned up too — configuration options are better organized, toolbar customization is simpler, and document operations are more logically grouped.

Document Engine: 3x faster conversions and 120+ OCR languages

Visual highlighting Document Engine’s key improvements: two yellow cards showing '3x Faster' and '120+ OCR Languages', with a dark badge featuring Nutrient’s icon below them, alongside a document sample displaying Chinese text with the title '简介' (Introduction) demonstrating multilingual OCR capabilities

Backend document processing often becomes a bottleneck as workloads scale. Q4’s Document Engine releases attack that problem from multiple angles.

Up to 3x faster document conversion

Document Engine 1.12 shipped with a completely reengineered conversion engine. The result: up to 3x faster document conversions. For high-volume document workflows, that’s the difference between keeping up with demand and falling behind.

120+ OCR languages with flexible specification

Document Engine 1.13 dramatically expanded OCR capabilities. The new language support includes:

  • Chinese — Simplified and Traditional, including vertical text variants
  • Japanese and Korean — Both horizontal and vertical text orientations
  • Fraktur scripts — Historical document support for German, Danish, and Slovak
  • Regional variants — Old Italian, Georgian, Spanish, and Cyrillic variants for Azerbaijani and Uzbek

Language specification is now more flexible too. Instead of cryptic codes delimited by +, you can use a list mixing full names and codes:

{

"action": "ocr",

"language": ["english", "german", "fra"]

}

Additional backend improvements

  • Structured logging — JSON-formatted logs with timestamps, levels, and metadata for easier monitoring and debugging
  • Markup control in DOCX conversion — Choose how comments and tracked changes appear in PDF output
  • Bulk document deletion — New asynchronous endpoint for cleaning up thousands of documents efficiently
  • Macro-enabled Office formats — XLSM, DOCM, PPTM, and related formats now convert to PDF
  • Email header rendering — Email-to-PDF conversion now renders From, To, Subject, and Date headers

Web Viewer SDK: CDN deployment and AI security improvements

Screenshot of Nutrient Web Viewer SDK displaying a contract document with a dark toolbar containing various annotation and editing tools. A yellow badge labeled 'CDN ASSETS' at the top connects via a dotted line to two deployment options below: 'NUTRIENT-HOSTED' and 'SELF-HOSTED', illustrating the flexible asset deployment choices available in Web Viewer SDK 1.9

Deployment friction kills adoption. Every hour spent configuring asset paths is an hour not spent building features. Web Viewer SDK 1.9 addresses this with CDN-hosted assets.

Simplified deployment with CDN hosting

You can now opt into using Nutrient-hosted CDN assets instead of self-hosting the SDK’s static files. This means:

  • Faster setup — No more copying assets from npm packages to your build output
  • Better caching — Shared CDN assets across applications can improve load times

Self-hosting remains fully supported for teams with strict requirements, but for most deployments, CDN hosting removes unnecessary complexity.

AI Assistant now handles password-protected PDFs

AI Assistant can now process password-protected PDFs without additional configuration. The password handling happens automatically, so your AI-powered document workflows work seamlessly, regardless of document security settings.

Content Editor font intelligence

Content Editor now reuses embedded fonts from documents during editing. When users modify text, the SDK intelligently matches the existing font styling, ensuring visual consistency without manual font configuration. Accessibility tags are also preserved when editing text, maintaining PDF/UA compliance.

Runtime UI configuration

User interface (UI) customization can now be updated dynamically at runtime. Change toolbar configurations, enable or disable features, or adjust layouts without reinitializing the viewer.

Android SDK full-text search demonstration showing two document thumbnails: a nature landscape photo with mountains and a yellow notification badge, and an invoice document. A dark search bar displaying 'shipping costs' with a clear button demonstrates the modernized search functionality across multiple document types

Android development is in the middle of a generational shift. Material Design 3, Jetpack Compose, and Kotlin coroutines are replacing the patterns of the last decade. Q4’s Android SDK releases embraced these changes.

Material Components theme requirement

Starting with Android SDK 10.9, SDK activities and fragments must use Material Components themes. This isn’t arbitrary modernization — it’s alignment with Google’s direction for Android UI development.

Your application theme can remain whatever you prefer; only the theme applied to PDF-related screens needs to be Material Components-based. If you’re using the SDK’s provided themes or already use Material Components, no changes are required.

The full-text search system has been rebuilt with flexible document indexing:

  • Automatic directory scanning — Point the SDK at a folder and it indexes all PDFs automatically
  • Real-time updates — File changes trigger reindexing without manual intervention
  • Type-safe configuration — Modern, strongly-typed settings replace error-prone string configurations

Performance and refinements

  • Faster rendering — Zooming, page transitions, and annotation handling are noticeably smoother
  • Enhanced stylus support — Eraser tool via stylus button for more intuitive editing
  • Outline font customization — Match outline typography to your design system
  • ANR fixes — Resolved Application Not Responding issues on complex documents

iOS SDK measurement tools displaying a construction floor plan labeled 'Library - floor plan' with rooms including Study, Library, Toilet, Theater, and Multi-use room. Two measurement callouts show fractional scale support: '3/16 INCH' and '0.47625 CM', demonstrating the ability to work with United States customary units. A decorative hummingbird photo and Nutrient icon badge appear on the left side

iOS SDK 26.3 focuses on two areas where precision matters: measurement tools and document handling.

Fractional scales for measurement tools

Construction documents often use United States customary units with fractional values — scales like 3/16 in : 1 ft are common. Until now, our measurement tools only supported decimal input.

Nutrient iOS SDK 26.3 adds fractional scale input. Users can type values like “3/16,” and the SDK preserves them exactly as entered, with automatic conversion between formats as needed.

This might seem like a small feature, but for teams building applications for the construction industry, it removes a significant usability gap.

Document opening performance

We’re continuing long-term work to improve responsiveness in complex documents. This release speeds up opening documents in automatic double-page mode — especially noticeable in documents with tens of thousands of pages.

Font rendering improvements

Some customers encountered documents where text rendered with incorrect characters because non-embedded fonts weren’t available on iOS. We’ve added hardcoded Unicode mappings for common fonts (Arial, Arial Narrow, Lucida Sans, Times New Roman, Trebuchet) to ensure text remains readable, even when exact fonts aren’t available.

The “while we were at it” list

Not every improvement needs a dedicated section. While shipping the headline features above, our teams tucked in quality-of-life upgrades that remove daily friction.

ProductNew capabilityImpact
AI Assistant 1.6Bearer token authenticationSimpler integration alongside existing auth systems
AI Assistant 1.6Streamlined database setupOnly DATABASE_URL required
.NET SDK 14.3.19Markdown (.md) conversionFull support for headings, tables, lists, code blocks
.NET SDK 14.3Improved PDF/UA auto-taggingDocuments stay compliant through annotation operations
Flutter SDK 5.2Unified annotation styling interfaceCleaner control over annotation behaviors
Java SDK 14.3Save/load custom settings without codeFaster configuration workflows
Web SDK 1.8AI document helper APIsType-safe handling of AI comparison and analysis results
Web SDK 1.8Accessibility tag preservationPDF/UA compliance maintained through annotation operations

Try these updates

Ready to experience these improvements? Start your trial to explore our latest features. Have questions or want to share how you’re using these capabilities? Join our Discord community(opens in a new tab) where developers exchange patterns, solutions, and feedback.