InfraWare

InfraWare is an American technology company headquartered in Terre Haute, Indiana, whose work centers on speech transcription, dictation management, and machine-assisted documentation. The company was founded by Nick Mahurin in 1998, although its formal launch took place in 2003. Its products and services are designed primarily for documentation workflows in which spoken records are captured digitally, processed through speech-recognition systems, and reviewed or corrected by human transcriptionists. The company’s operating model combines automated speech recognition with human quality control. Its InfraWare Dictation service enables users to record dictation using a smartphone, computer, or tablet. The resulting audio is uploaded to a web-based environment, where healthcare transcriptionists can access and transcribe the files. This approach positions InfraWare between traditional medical transcription services and fully automated speech-recognition software: automation is used to create efficiencies and initial text, while people remain involved in correction and finalization. InfraWare also developed InfraWare 360, a documentation platform that incorporates the company’s First Draft speech-recognition technology. First Draft is based on back-end speech recognition, meaning that recorded dictation is processed centrally rather than requiring all recognition to occur directly on the user’s device. The system produces an initial text draft that can then be reviewed and corrected by transcriptionists. This workflow is intended to reduce the amount of manual transcription required while preserving a human review stage for accuracy and usability. The company has also pursued research and development in automated dictation processing. In 2005, it published a book concerning back-end automatic speech recognition for medical transcription service organizations. InfraWare later received a patent in 2016 for a system and method for analyzing verbal dictation records using extracted verbal features. The patented technology was integrated into First Draft. In 2018, the company began beta testing a dictation translation engine that combined its InfraWare 360 speech-recognition platform with artificial intelligence. InfraWare’s development has included support from regional innovation programs. It received a grant from the Terre Haute Innovation Alliance in 2007, and around 2008 it received assistance through Indiana’s 21st Century Fund to support development of the InfraWare Dictation Recognition Engine. The company was also included on the Inc. 5000 list in 2008. Public reference material identifies InfraWare primarily as a privately held American technology business serving documentation and transcription needs; detailed current ownership, leadership, financial performance, and geographic expansion information is not established in the supplied sources.

InfraWare was founded by Nick Mahurin in 1998 and formally launched in 2003. From its early development, the company concentrated on speech transcription and documentation technologies, with a particular orientation toward healthcare and medical transcription workflows. Rather than treating speech recognition as a complete replacement for transcriptionists, InfraWare developed systems in which automated processing creates an initial draft and trained personnel review, correct, and finalize the resulting document. One of the company’s early areas of activity was back-end automatic speech recognition for medical transcription service organizations. In 2005, InfraWare published a book on the subject, reflecting its interest in the operational and technical use of centralized speech-recognition systems. Its back-end approach allowed recorded dictation to be uploaded for processing and subsequent transcription work, rather than requiring the user to produce a finished document locally. InfraWare’s product portfolio included InfraWare Dictation, through which users could record speech from smartphones, computers, or tablets. Audio recordings were uploaded to a web-based platform and made available to healthcare transcriptionists. This created a workflow linking mobile or desktop capture, centralized file handling, automated speech processing, and human transcription. The company later developed InfraWare 360, a documentation platform incorporating its First Draft speech-recognition technology. First Draft generated a preliminary text version of dictated material using back-end speech recognition. Transcriptionists could then correct the draft, allowing organizations to combine the speed of automation with human review. This model was intended to support documentation accuracy while reducing the effort associated with starting each document from an entirely blank page. InfraWare’s technology development received regional and state support. In 2007, it obtained a grant from the Terre Haute Innovation Alliance, a partnership involving organizations including Indiana State University, the Rose-Hulman Institute of Technology, and the Terre Haute Economic Development Corporation. Around 2008, the company received assistance through Indiana’s 21st Century Fund for development of the InfraWare Dictation Recognition Engine. The same year, InfraWare was listed on the Inc. 5000, providing external recognition of its growth as a privately held technology company. A significant intellectual-property milestone came in 2016, when InfraWare received a patent for a system and method that analyzes verbal records of dictation using extracted verbal features. The technology was incorporated into First Draft and represented a formalization of the company’s approach to speech analysis and automated document generation. In 2018, InfraWare began beta testing a dictation translation engine. The project combined the InfraWare 360 speech-recognition platform with artificial intelligence and extended the company’s focus from transcription alone toward more automated interpretation and conversion of dictated content. Publicly available reference material provides limited information about later product releases, current executives, ownership, financial performance, and international operations. Accordingly, the documented history is strongest for the company’s founding, speech-recognition products, regional development support, patent activity, and 2018 translation-engine testing.

1. 2018Beta testing of AI-assisted dictation translation

   InfraWare began beta testing a dictation translation engine combining InfraWare 360 with artificial intelligence.

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2. 2016Patent for verbal-record analysis

   InfraWare received a patent covering analysis of verbal dictation records using extracted verbal features; the technology was integrated into First Draft.

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3. 2008Indiana development assistance and Inc. 5000 recognition

   InfraWare received assistance through Indiana’s 21st Century Fund for development of its dictation recognition engine and appeared on the Inc. 5000 list.

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4. 2007Regional innovation grant

   The company received a grant from the Terre Haute Innovation Alliance.

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5. 2005Publication on back-end speech recognition

   InfraWare published a book addressing back-end automatic speech recognition for medical transcription service organizations.

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6. 2003Formal launch

   InfraWare was officially launched after having been founded several years earlier.

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7. 1998Company founded

   Nick Mahurin founded InfraWare, beginning the company’s work in speech transcription and documentation technology.

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InfraWare positions itself around machine-assisted documentation for healthcare and transcription workflows, combining centralized speech recognition with web-based dictation management and human transcriptionist review.

• InfraWare DictationDictation capture and transcription workflow

  InfraWare Dictation allows users to record spoken material through a smartphone, computer, or tablet. Recordings are uploaded to a web-based platform, where healthcare transcriptionists can access the audio and produce written documentation. The product represents the company’s core workflow of connecting distributed dictation capture with centralized processing and human transcription.

• InfraWare 360Healthcare documentation platform

  InfraWare 360 is a documentation platform that incorporates InfraWare’s speech-recognition capabilities. It supports workflows in which dictated audio is processed into an initial text draft and then reviewed or corrected by transcriptionists. The platform is associated with the company’s effort to integrate automated recognition into broader documentation operations rather than offering speech recognition as an isolated feature.

• First DraftBack-end speech-recognition service

  First Draft is InfraWare’s patented speech-recognition technology and service for generating a preliminary transcription from dictated material. It uses back-end processing to create an initial document that can be checked and corrected by transcriptionists. The system was associated with InfraWare 360 and incorporated technology covered by the company’s 2016 patent.

• InfraWare Dictation Recognition EngineSpeech-recognition engine

  The InfraWare Dictation Recognition Engine was a development project supported in part by assistance connected with Indiana’s 21st Century Fund. It was intended to process dictated speech as part of InfraWare’s broader transcription and documentation technology stack.

• 2018Begin beta testing an AI-assisted dictation translation engineProduct launch

  InfraWare had developed InfraWare 360 as a speech-recognition and documentation platform.

  What changed. The company began beta testing a translation engine that combined InfraWare 360 with artificial intelligence.

  Aftermath. The initiative indicated an expansion toward AI-assisted translation and more automated handling of dictated content. The supplied sources do not document a subsequent commercial release or its results.

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• 2016Integrate patented verbal-analysis technology into First DraftStrategy

  InfraWare received a patent covering analysis of verbal dictation records using extracted verbal features.

  What changed. The company integrated the patented technology into its First Draft speech-recognition service.

  Aftermath. The integration strengthened the connection between InfraWare’s intellectual property and its automated documentation offering; detailed commercial results are not reported in the supplied sources.

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• 2018InfraWare begins beta testing an AI-assisted dictation translation engine

  InfraWare began beta testing a dictation translation engine built by combining InfraWare 360's speech-recognition capabilities with artificial intelligence.

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• 2008InfraWare receives support through Indiana's 21st Century Fund

  The company received assistance connected with Indiana's 21st Century Fund to help develop the InfraWare Dictation Recognition Engine.

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• 2008InfraWare appears on the Inc. 5000 list

  InfraWare was included on the Inc. 5000 list, a recognition of rapidly growing private companies in the United States.

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• 2007InfraWare receives Terre Haute Innovation Alliance grant

  InfraWare received a grant from the Terre Haute Innovation Alliance, a regional partnership involving local educational and economic-development organizations.

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1. Infraware
2. InfraWare official website