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Percepta Scribble

Intelligent OCR for Handwritten Text 

banner: Percepta Scribble: AI-powered handwriting OCR solution.
AI-powered handwriting recognition tool with SDK/API integration options.

Percepta Scribble delivers high-accuracy recognition of diverse handwritten texts across multiple languages and writing styles. Scribble integrates seamlessly into browser environments, edge devices, and enterprise systems via SDKs or APIs, enabling rapid digitization of unstructured data at scale. 

Designed to meet the demands of document-heavy industries, Percepta Scribble excels in processing handwritten inputs from diverse sources. Its advanced preprocessing pipeline ensures high-fidelity transcription. The delivered output can be seamlessly integrated into downstream systems for validation, analytics, and automation. 

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The Intelligence Driving Scribble

Core Features

Percepta Scribble Engine

Effectively handles diverse handwriting styles, overlapping characters, varied strokes, and accents.
 

High-Fidelity Text
Recognition

Accurately interprets cursive, print, and stylized handwriting, even with inconsistencies.

Multilingual Support

Supports recognition across multiple languages including English, Spanish, French, and German.

Low-Latency Real-Time Inference

Optimized for real-time recognition with minimal delay, ensuring instant and accurate handwriting conversion.

SDK & API Integration

Offered as portable SDKs and APIs. Enables tight integration into native apps and document platforms.

Modular Workflow Integration

Fully interoperable with Percepta Capture, Percepta Parser and Editor thus enabling an end-to-end document intelligence layer. 

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CORE 
FEATURES

What Powers Percepta Scribble 

High-Fidelity Handwritten Text Recognition

Accurately interprets cursive, print, and stylized handwriting, even with inconsistencies. 
 

Multilingual Support
 

Supports recognition across multiple languages including English, Spanish, French, and German.

Low-Latency Real-Time Inference

Optimized for real-time recognition with minimal delay, ensuring instant and accurate handwriting conversion.
 

Percepta Scribble Engine

Effectively handles diverse handwriting styles, overlapping characters, varied strokes, and accents.
 

SDK & API Integration

Offered as portable SDKs and APIs. Enables tight integration into native apps, document platform. 

 

Modular Workflow Integration

Fully interoperable with Percepta Capture, Percepta Parser, and Editor thus enabling an end-to-end document intelligence layer. 
 

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1sec

Processing Speed

90%

Text Precision

Multiple

Languages Supported

95%

Accuracy

From Handwritten Notes to Searchable Text

How Percepta Scribble Works

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Input

1

Interpret

2

Evaluate

3

Export

4

Handwriting capture from scans/photos.

Input

Captures handwritten content from scanned documents, uploaded images, or mobile photos in supported formats like JPG, or PNG.

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Interpret

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Evaluate

Export

Capture

1

Process

2

Analyze

3

Export

4

Multi-language handwriting NLP processing.

Interpret

Processes handwriting using advanced NLP that decodes varied writing styles and supports multi languages with 95% accuracy.

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Capture

1

Process

2

Analyze

3

Export

4

Real-time OCR quality metrics.

Evaluate

Generates real-time performance insights such as processing time and extracted character counts to validate output quality.

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Capture

1

Process

2

Analyze

3

Export

4

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Machine-readable text output.

Export

Converts handwritten input into structured, machine-readable plain text which is ready for export and further use. 

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From Handwritten Notes to Searchable Text 

How Percepta Scribble Works 

Input

Captures handwritten content from scanned documents, uploaded images, or mobile photos in supported formats like JPG, or PNG. 

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Interpret

Processes handwriting using advanced NLP that decode varied writing styles-and supports multi languages with 95% accuracy. 

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Evaluate

Generates real-time performance insights such as processing time, and extracted character counts to validate output quality. 

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Export

Delivers structured, machine-readable text in plain text via API or SDK for direct integration into business applications and workflows. 

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Take the First Step Toward Smarter Handwriting OCR Solutions

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image: Handwriting OCR tool for enterprises with SDK/API integration across industries..
Transforming Handwritten Inputs into Business-Ready Data  

Who Benefits from Percepta Scribble

Percepta Scribble is designed for enterprises handling large volumes of handwritten documents that require fast, precise, and scalable OCR solutions. Built to convert complex handwritten content into structured data, Scribble excels in delivering high accuracy both online and offline, across edge devices, desktops, and cloud platforms. Its modular SDKs and APIs empower engineering teams and developers to seamlessly integrate handwriting OCR into mobile, web, and enterprise workflows. Key users and adopters include, 

  • System architects and engineering teams implementing handwriting OCR. 

  • Technology innovators leveraging AI-driven handwriting recognition. 

  • Businesses in sectors like healthcare, finance, government, logistics, and retail. 

  • Developers enhancing apps and workflows with OCR for handwritten text. 

Transforming Workflows Across Industries 

Handwritten OCR Driving Smarter Business Processes 

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Retail

Leverages advanced handwriting OCR to digitize stock counts, compliance audits, and replenishment forms and transforms handwritten inputs into actionable inventory data with accuracy.

Manufacturing

Transforms handwritten production notes, quality assurance checklists, and equipment maintenance logs into structured digital records, enabling seamless reporting and regulatory traceability.

Pharmaceuticals

Applies intelligent OCR to handwritten prescriptions, laboratory notebooks, and clinical documentation, ensuring secure, compliant data capture across research and production workflows.

Logistics & Supply Chain

Extracts structured data from handwritten delivery manifests, inspection forms, and transport notes to enhance visibility and operational responsiveness.

Healthcare & Life Sciences

Converts handwritten clinical notes, patient intake forms, and diagnostic annotations into interoperable, EHR-ready data accuracy across systems.

Government & Law Enforcement

Digitizes handwritten field reports, citations, public service forms, and case notes using secure OCR pipelines thus improving records access, administrative throughput, and legal integrity.

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Deployment of OCR for Handwritten Text Across Platforms 

Where Percepta Scribble Operates

Edge SDK/API

Offline handwriting OCR for ARM, Jetson & other embedded devices.

Mobile SDK/API

Lightweight handwriting extraction for mobile photos & scans.

Desktop SDK/API

Native OCR for Windows/Linux desktop apps & scanners.
 

Cloud API

Scalable REST API for batch handwriting OCR in the cloud.

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