The Beneficiaries

AI Solution Providers & AI Hubs (Marketplaces)

CalibraMics  lets AI Solution Providers & Hubs continuously monitor and modify incoming CT images to maintain their product accuracy. 
AI-powered analyses are reshaping the healthcare workflow, profoundly impacting medical diagnosis and patient care. At the same time, CT technology is evolving rapidly, with newer scanners offer higher resolution, lower radiation doses, and faster scanning times. However, the coexistence of old and new devices creates strong data distribution drifts, significantly degrading AI performance. Moreover, even the characteristics of the same CT scanner drift due to various factors, including hardware wear, software adjustments, and environmental influences.

CT Manufacturers

CalibraMics  helps CT Manufacturers on their growing responsibility to ensure data consistency and AI-readiness.
CT manufacturers benefit from monitoring their scanner performance, ensuring imaging consistency across different models and installation sites, enabling proactive recalibration of CT data, and following scanner performance continuously for a preferred time interval.

Hospitals / Healthcare Professionals

CalibraMics  increases the benefits of Hospitals & Healthcare Professionals by achieving consistent quantitative analysis performance, increasing trust in AI-driven CT analysis, and motivating the rapid deployment of new tools.
CalibraMics empowers hospitals and healthcare professionals by ensuring consistent quantitative performance across CT scanners, enabling more reliable AI-driven analysis. This consistency builds trust in diagnostic outcomes, reduces variability in clinical decisions, and accelerates the safe adoption of new imaging tools. By safeguarding the integrity of imaging data, CalibraMics supports confident, data-driven care and enhances the clinical value of AI solutions.

PACS Providers

CalibraMics  ensures PACS Providers data reliability by enhancing consistent imaging data storage for AI-Ready archives.
CalibraMics helps PACS providers maintain the integrity and interoperability of imaging data by detecting and mitigating scanner-induced data drifts before they compromise downstream AI tools or diagnostic consistency. By integrating CalibraMics’ calibration and monitoring solutions, PACS systems can ensure that archived CT data remains standardized across scanners, institutions, and time—enhancing the reliability of image-based analytics, facilitating seamless AI integration, and ultimately boosting trust in radiology workflows.

Imaging CROs & Pharma

CalibraMics safeguards multimillion-dollar clinical trials by ensuring imaging biomarkers remain robust, reproducible, and regulatory-grade.

In oncology, respiratory, and neurology trials, CT imaging biomarkers—such as tumor volume, density, or texture-derived radiomic features—are increasingly central to evaluating drug efficacy. However, the success of these biomarkers depends on consistent and drift-free imaging data. Variability introduced by scanner differences, protocol deviations, or site-specific practices can silently erode biomarker reliability, threatening trial outcomes and regulatory approval.

CalibraMics provides Imaging CROs and Pharma with a proactive solution:

  • Harmonized Imaging Across Sites – standardizes CT data across multiple trial centers and scanner types, ensuring that biomarkers are comparable and trustworthy.
  • Continuous Drift Monitoring – detects and flags scanner-induced data drifts during the trial, preventing data degradation before it impacts biomarker analyses.
  • Regulatory-Ready Quality Assurance – supports adherence to FDA, EMA, and ICH imaging standards by providing auditable, quantitative evidence of imaging consistency.
  • Reduced Trial Risk & Cost – by safeguarding imaging endpoints, CalibraMics reduces the likelihood of costly trial delays, failed endpoints, or rejected submissions.

For iCROs and pharmaceutical sponsors, CalibraMics acts as both a quality assurance layer and a risk mitigation tool, protecting trial integrity, accelerating biomarker validation, and increasing confidence in imaging-driven decisions.

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