---
title: InsightRX Continuous Learning
description: Enhance precision dosing with InsightRX's continuously evolving models, ensuring ongoing performance for superior patient care.
---
[](https://www.insight-rx.com/?hsLang=en)
- For Providers
- Solutions
- [MIPD for Providers Explore our full solution for Bayesian model-informed dosing](https://www.insight-rx.com/mipd?hsLang=en)
- [Future of Pharmacy Learn what's next for AI in health tech, and why architecture matters](https://www.insight-rx.com/future?hsLang=en)
- Products
- [InsightRX Nova Bayesian dosing (MIPD) app for bedside clinical decision support](https://www.insight-rx.com/provider/nova?hsLang=en)
- [InsightRX Apollo Real-time clinical analytics to measure outcomes](https://www.insight-rx.com/provider/apollo?hsLang=en)
- [Drug Modules Available medications for precision dosing apps](https://www.insight-rx.com/provider/drug-modules?hsLang=en)
- [For Life Sciences](https://www.insight-rx.com/life-sciences?hsLang=en)
- Overview
- [InsightRX for Life Sciences Explore our solution for biopharma and clinical trial use](https://www.insight-rx.com/life-sciences?hsLang=en)
- Products
- [Nova for Life Sciences Precision dosing app for clinical trial use](https://www.insight-rx.com/life-sciences/nova?hsLang=en)
- [Astra for Life Sciences AI-native environment for PK/PD modeling and simulation](https://www.insight-rx.com/life-sciences/astra?hsLang=en)
- Platform
- [Continuous Learning Patented process for model retraining and improvement](https://www.insight-rx.com/platform/continuous-learning)
- [Integrations Platform interoperability setup with EHRs, EDCs, and more](https://www.insight-rx.com/platform/integrations?hsLang=en)
- [Security & Regulatory Standards for product development and release](https://www.insight-rx.com/platform/security-regulatory?hsLang=en)
- [Success & Support Pharmacist-led training, onboarding, and education](https://www.insight-rx.com/platform/support?hsLang=en)
- Resources
- Science
- [Data Science Explore the science and learn more about our R&D](https://www.insight-rx.com/data-science?hsLang=en)
- [Scientific Publications Impactful research manuscripts with at least one InsightRX author](https://www.insight-rx.com/data-science/scientific-publications?hsLang=en)
- [How to Cite Using one of our apps? Follow this easy guide for citation in research](https://www.insight-rx.com/how-to-cite-insightrx-nova?hsLang=en)
- Explore
- [Success Stories Case studies from real InsightRX customers about their journey](https://www.insight-rx.com/success-stories?hsLang=en)
- [White Papers In-depth analysis and best practices for review and download](https://blog.insight-rx.com/resources/tag/white-papers?hsLang=en)
- [Pubs. Using InsightRX Review research that has used InsightRX applications](https://www.insight-rx.com/publications-using-insightrx-software?hsLang=en)
- [Blog](https://blog.insight-rx.com/resources?hsLang=en)
- [All Blog Posts Read the latest posts by our team of experts](https://blog.insight-rx.com/resources?hsLang=en)
- [Product Innovation The latest updates on our products, services, and science](https://blog.insight-rx.com/resources?section=product_innovation&hsLang=en)
- [Thought Leadership Posts from our team of experts on PK, MIPD, science, and more](https://blog.insight-rx.com/resources?section=thought_leadership&hsLang=en)
- Company
- About
- [About Us Our story, what drives us and why we're passionate about our work](https://www.insight-rx.com/about?hsLang=en)
- [Leadership Founders and team leaders who strive toward excellence in MIPD](https://www.insight-rx.com/leadership?hsLang=en)
- [Advisory Board Scientists and experts to ensure our collective success](https://www.insight-rx.com/advisory-board?hsLang=en)
- [Careers Interested in joining? View available openings here](https://www.insight-rx.com/careers?hsLang=en)
- [Customers Hear what others have to say about their experience](https://www.insight-rx.com/customers?hsLang=en)
- Press
- [All Stories InsightRX news, company updates, and more](https://blog.insight-rx.com/press-releases?hsLang=en)
- [Press Releases Announcements for events, partnerships, and company updates](https://blog.insight-rx.com/press-releases?section=press_releases&hsLang=en)
- [Media InsightRX in the news — digital, print, podcasts, and other outlets](https://blog.insight-rx.com/press-releases?section=media&hsLang=en)
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Continuous Learning
# Clinical confidence, with models that improve over time.
Our patented Continuous Learning framework aggregates real-world clinical data from across our network, using it to continuously optimize pharmacokinetic models, keeping predictions accurate as patient populations and clinical practice evolve.
1. [Home](https://www.insight-rx.com?hsLang=en)
2. Platform
3. InsightRX Continuous Learning
## Static models stagnate, InsightRX models improve.
Most precision dosing platforms deliver a fixed model, trained once on historical data and deployed indefinitely. As prescribing patterns shift, patient populations change, and clinical practice evolves, those models lose accuracy without anyone noticing.
InsightRX's architecture is fundamentally different. Patient data from dosing encounters flows continuously from participating institutions, where it is aggregated and used to retrain pharmacokinetic models using the same rigorous methods applied in population PK research.
### The optimization cycle: four phases, running continuously as data flows through the network.
Most popPK models are based on small datasets from just one or two institutions and don't necessarily generalize well to unseen patient populations. By developing models based on very large datasets at hundreds of hospitals just like yours, we can better estimate what contributes to PK variability between patients and sites.
The bedside decision support your team relies on improves with every cycle, automatically, with no additional burden on clinical or IT staff.
01 Data Ingestion 02 Aggregation 03 Model Optimization 04 Deployment
Phase 01
Data Ingestion
Pharmacological data from dosing encounters (drug concentrations, lab values, biomarkers, and patient covariates) flows continuously from participating institutions. Each record is tagged with a drug identifier and model identifier. Data is de-identified before leaving the originating institution.
## The only patented model optimization process in clinical dosing software
InsightRX is the first and only healthcare technology company to hold a US patent for pharmacology model optimization based on distributed data acquisition. The patent protects the core methodology by which patient data is aggregated across institutions and used to continuously retrain and validate pharmacokinetic models.
US Patent 11,075,010 B1
Pharmacology model optimization based on distributed data acquisition. Granted July 27, 2021.
[View on Google Patents](https://patents.google.com/patent/US11075010B1/en)
## The science that makes optimization possible
Continuous Learning continuously refines InsightRX's pharmacokinetic models. These posts explain how those models are built, selected, and validated before improvement begins, documenting the scientific foundation the optimization cycle depends on.
[How are PK models selected for use in InsightRX Nova? How InsightRX evaluates competing published models for a given drug and determines which best fits clinical use, the starting point for every model that enters the Continuous Learning pipeline.](https://blog.insight-rx.com/resources/insightrx-nova-pk-model-selection-process?hsLang=en) [How we verify models and ensure adequate performance The dual-coding and validation methods used to confirm that published model parameters are implemented accurately before a model enters the optimization cycle.](https://blog.insight-rx.com/resources/insightrx-nova-verification-pk-models-precision-dosing?hsLang=en) [PK model comparisons: how and why? The statistical approaches used to confirm that an optimized model outperforms its predecessor before it is approved for deployment.](https://blog.insight-rx.com/resources/pharmacokinetic-model-comparisons-methods?hsLang=en)
## Case Study:
InsightRX’s Bayesian precision dosing platform enabled three leading health systems to transition from trough-based to AUC-guided vancomycin dosing, driving consistent gains in PK target attainment, AKI reduction, and time-to-target performance.
44.0% Increase in PK target attainment from baseline
[Read the case study](https://www.insight-rx.com/success-stories/multi-health-system-case-study?hsLang=en)
The system dropped our rate of kidney injury for patients on certain antibiotics. Our estimate is that the system ultimately saves us hundreds of thousands of dollars a year, and that may change more as we use it more.
\- Pharmacy Manager
KLAS Spotlight Report
## Explore more...
Every InsightRX product and capability is built to work together, supporting precision medicine at every stage.
### [Leverage Fully-Validated Drug Modules Enhance dosing precision with InsightRX's extensive library of pharmacokinetic and pharmacodynamic drug modules, rigorously validated to support individualized therapy across diverse patient populations.](https://www.insight-rx.com/provider/drug-modules?hsLang=en)
### [Utilize the Gold-Standard in Bayesian MIPD Individualize therapy with Bayesian dosing support that adapts to each patient. InsightRX Nova clinical decision software helps you personalize doses at the point of care, reaching therapeutic targets faster and helping clinicians proactively reduce adverse drug events.](https://www.insight-rx.com/provider/nova?hsLang=en)
### [Unlock Real-Time Data, Analytics, and Reporting Combine precision dosing with advanced analytics to monitor patient outcomes, track dosing effectiveness, optimize treatment protocols, and revise clinical policies in real-time, all within your administrative workflow.](https://www.insight-rx.com/provider/nova?hsLang=en)
Maximize therapeutic success
with precision medicine.
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#### What We Do
##### For Providers
- [Nova (Bayesian Dosing)](https://www.insight-rx.com/provider/nova?hsLang=en)
- [Apollo (Clinical Analytics)](https://www.insight-rx.com/provider/apollo?hsLang=en)
- [Drug Modules](https://www.insight-rx.com/provider/drug-modules?hsLang=en)
##### For Life Sciences
- [Nova (MIPD for Clinical Trials)](https://www.insight-rx.com/life-sciences/nova?hsLang=en)
- [Astra (AI-Powered Clin Pharm)](https://www.insight-rx.com/life-sciences/astra?hsLang=en)
- [Companion Applications](https://www.insight-rx.com/life-sciences/nova?hsLang=en#companion-applications)
#### How We Do It
##### Platform
- [Continuous Learning](https://www.insight-rx.com/platform/continuous-learning)
- [Integrations](https://www.insight-rx.com/platform/integrations?hsLang=en)
- [Security & Regulatory](https://www.insight-rx.com/platform/security-regulatory?hsLang=en)
- [Success & Support](https://www.insight-rx.com/platform/success-support?hsLang=en)
##### Science
- [Data Science](https://www.insight-rx.com/data-science?hsLang=en)
- [Scientific Publications](https://www.insight-rx.com/data-science/scientific-publications?hsLang=en)
#### Information
##### Resources
- [Success Stories](https://www.insight-rx.com/success-stories?hsLang=en)
- [White Papers](https://www.insight-rx.com/white-papers?hsLang=en)
- [Publications Using InsightRX](https://www.insight-rx.com/publications-using-insightrx-software?hsLang=en)
- [How to Cite InsightRX](https://www.insight-rx.com/how-to-cite-insightrx-nova?hsLang=en)
##### Blog
- [All Posts](https://blog.insight-rx.com/resources?hsLang=en)
- [Product Innovation](https://blog.insight-rx.com/resources?section=product_innovation&hsLang=en)
- [Thought Leadership](https://blog.insight-rx.com/resources?section=thought_leadership&hsLang=en)
#### About
- [Our Story](https://www.insight-rx.com/about?hsLang=en)
- [Leadership](https://www.insight-rx.com/leadership?hsLang=en)
- [Advisory Board](https://www.insight-rx.com/advisory-board?hsLang=en)
- [Our Customers](https://www.insight-rx.com/customers?hsLang=en)
- [Press Releases](https://blog.insight-rx.com/press-releases?section=press_releases&hsLang=en)
- [Media](https://blog.insight-rx.com/press-releases?section=media&hsLang=en)
- [Careers](https://www.insight-rx.com/careers?hsLang=en)
- [Contact](https://www.insight-rx.com/contact-us?hsLang=en)
---
InsightRX Nova is HITRUST CSF r2 certified, CE marked, and 21 CFR Part 11 compliant. Our quality management, risk management, software lifecycle, and usability engineering processes conform to ISO 13485, IEC 62304, ISO 14971, IEC 62366-1, and IEC 82304-1.
InsightRX Nova is not considered to be a medical device in the U.S. and has not been submitted to the U.S. Food and Drug Administration for review or clearance.
740-05000-REC-01 · 08/2025
---
[](https://www.insight-rx.com/?hsLang=en)
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#88083
San Francisco, CA 94104
---
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