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puzzleai
puzzleai technology

We start by listening. 
Operational experience and
clinical insight guide the
development of products
shaped by care providers.

Puzzle AI applies healthcare-specific speech technology, optimized medical LLMs, and personalized AI agents to support clinical documentation in real clinical environments.

Engineered for Real-Time Clinical Use

Accuracy and real-time performance come first, so voice-based ​documentation works reliably in every real clinical environment.

음성인식

Industry-leading
medical speech
recognition accuracy​

의료기관특화

Healthcare
specialized LLMs
(60+ real-time languages)

파인튜닝

Hallucination-minimized
fine-tuned models
built for clinical reliability

자동기록

Plug & play documentation without integration requirement

커스터마이징

Clinician-specific
input
customization​

Medical ASR

 Healthcare-specialized speech recognition engine

Our medical ASR converts clinical conversations into structured medical data in real-
time, it combines speech processing, medical terminology understanding, and accuracy-focused AI models.

Optimized for code-switching of all clinical conversations, medical terminology,
pronunciation variations, and colloquialisms

Custom ASR models are applied
at the engine level, specifically tuned to
medical language characteristics

A streaming-based engine enable
real-time speech processing
without latency, even during 
continuous dictation

98%

Industry-leading
recognition accuracy

350,000+

Medical terminology
recognition optimized

10,000+

Medical data
training time

250 ms

Latency for real-time
documentation

업게 최고 읍성인식 정확도

Engineered to reflect real-world clinical conditions, ensuring no clinical conversation is missed

Multilingual and Code Switching Recongnition

Across all clinical settings from outpatient clinics and ERs, clinicians can complete documentation using voice alone, quickly, accurately, and safely, regardless of input device, with support for natural code-switching between languages and medical terminology

AI Command Engine and Shortcut Vocabulary

Across all clinical settings from outpatient clinics and ERs, clinicians can complete documentation using voice alone, quickly, accurately, and safely, regardless of input device, with support for natural code-switching between languages and medical terminology

Dynamic Template Mapping Engine

An automated structured reporting component that dynamically maps voice-based
clinical documentation to predefined medical template structures.

음성데이터 동적 대응

Dynamic mapping of
voice input to
predefined clinical
templates

템플릿 및 단축어

User-specific
templates and
shorthand
customization​

자동 인식 입력

Automatic
population of
structured clinical
data fields​

문장 구성 자동화

Automated
formatting, including
indentation, numbering, and layout​

조건구 논리 기반 필드 처리

Conditional
logic–
based field
handling​

PAI

Puzzle Agnostic Interface

A streaming-based engine enable real-time speech processing without latency,
even during continuous dictation

Works seamlessly across clinical workflows involving EHR, PACS, and OCS—ready to use from day one​

Operates independently without requiring integration with existing hospital systems​

Enables voice input in any environment where active cursor is present​

Voice ENR

Smart OCR

A streaming-based engine enable
real-time speech processing without latency, even during continuous dictation

Documents can be scanned anytime, anywhere and instantly transformed into digital medical records. Supports automatic recognition of over 100+ types
medical forms.

Supports customized implementation for any clinical environment through flexible deployment and system integration

On-Premise

· Seamless integration with existing hospital systems​
· Lightweight deployment aligned with internal security
  and firewall policies​

· Supports HL7, FHIR, REST API integration, and SDKs​
· TLS-based secure communication with user-level authentication

Stand Alone

· Provides a fully independent voice recognition interface​
· Ready for immediate use after installation​
· Supports a wide range of clinical workflows,
  including documentation and data entry​

· Supports PC and mobile environments

Puzzle AI's proprietary speech recognition technology is

designed to be adapted beyond healthcare, flexible fine-tuning to meet industry-specific requirement

Conversational Intelligence

· Lecture and meeting transcription
· Appointment scheduling consultations
· Call center interaction and analysis
· Telemarketing and collections monitoring

Digital Document Processing

· OCR-based automation of document and RPA workflows
· Enterprise document knowledge digitalization
· Automated receipt aggregation and document processing
· Error, incident, and fraud detection monitoring (FDS)

Marketing Analytics

· Real-time trend and emerging term detection
· Consumer behavior analysis (keywords)
· Analysis of consumer responses and sentiment
· Effectiveness analysis of mass media advertising (ATL)

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