nQuire: The AI Turning Patient Comments Into Healthcare’s Next Decision Advantage
Overview: How nQuire’s AI-Driven Patient Experience and Feedback Analytics Platform Transforms Healthcare Experience Improvement nQuire is an AI-enabled healthcare patient experience and feedback analytics platform from NRC Health that helps organisations search, analyse and interpret unstructured patient and customer comments. It addresses the practical bottleneck of narrative feedback spread across large datasets and the time-consuming […]
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Overview: How nQuire’s AI-Driven Patient Experience and Feedback Analytics Platform Transforms Healthcare Experience Improvement
nQuire is an AI-enabled healthcare patient experience and feedback analytics platform from NRC Health that helps organisations search, analyse and interpret unstructured patient and customer comments. It addresses the practical bottleneck of narrative feedback spread across large datasets and the time-consuming manual review, which can delay identifying recurring concerns, service gaps, and themes relevant to experience-improvement work.
The platform uses Huey, NRC Health’s healthcare-focused AI, to analyse an organisation’s own comment data through a natural-language question-and-answer interface. Teams can ask questions in plain language and receive a synthesised response in seconds, with source references to the underlying patient comments. This approach aims to move feedback analysis beyond spreadsheet searching, manual categorisation, and tabulation, while retaining a traceable connection between generated summaries and the original qualitative data.
By accelerating the retrieval and synthesis of patient feedback, nQuire can support improvement initiatives, staff training, experience storytelling and operational research. It may reduce the administrative effort required to locate relevant comments and improve decision quality by letting teams explore themes and patient perspectives more quickly, so they can focus time on interpreting findings and designing responsive service changes.
Last checked on August 31, 2026: nQuire remains an active NRC Health AI-feedback analytics solution, with current functionality centred on natural-language analysis and source-linked summaries of patient-comment data.
What is nQuire?
nQuire is an AI-enabled healthcare patient experience and feedback analytics solution from NRC Health that lets organisations query and analyse unstructured patient and customer comments using natural-language prompts. It is intended for healthcare organisations and experience-improvement teams conducting feedback analysis for quality-improvement projects, training, research and service operations; it returns AI-generated summaries with source references to the underlying comments.
nQuire is powered by Huey, NRC Health’s healthcare-specific AI, which NRC Health describes as private and trained on each organisation’s own data. The live product page does not specify regulatory clearances, clinical-validation evidence or external certifications for nQuire.
Why Do Leading Healthcare Teams Trust nQuire?
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nQuire is provided by NRC Health, a Nasdaq-listed healthcare experience-management company that reported $151.9 million in total recurring contract value in the second quarter of 2026.
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NRC Health received the 2025 Best in KLAS Award for Healthcare Experience Management, an independent industry recognition based on client feedback and market performance.
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NRC Health was named a 2025 CSO Award winner for cybersecurity, information-risk management and healthcare-data protection.
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NRC Health states that it was an early adopter of HITRUST AI Security Certification, an assessment addressing controls for data used in machine learning and predictive-analytics activities.
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NRC Health describes Huey, the AI engine powering nQuire, as a private AI system trained on an individual organisation’s own data; buyers should validate tenant isolation, data retention and contractual controls during procurement.
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nQuire provides generated summaries with references to the underlying patient comments, allowing users to review source feedback rather than relying solely on AI-generated conclusions.
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NRC Health announced a partnership with BJC Health System in November 2025 to support experience-improvement work across the integrated delivery network.
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NRC Health announced a partnership with Mosaic Life Care in December 2025 focused on patient-experience improvement in the Midwest.
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NRC Health formally changed its corporate name from National Research Corporation to NRC Health in April 2026; the company remains listed on Nasdaq under the ticker NRC.
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No FDA clearance, CE marking, medical-device classification or nQuire-specific clinical-validation evidence was identified in the reviewed public sources.
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