Notice: Function _load_textdomain_just_in_time was called incorrectly. Translation loading for the acf domain was triggered too early. This is usually an indicator for some code in the plugin or theme running too early. Translations should be loaded at the init action or later. Please see Debugging in WordPress for more information. (This message was added in version 6.7.0.) in /home/cr0ph/staging.phastar.com/wp-includes/functions.php on line 6260
AI SDTM: Transforming Data Management Processes - Phastar
Woman viewing illuminated data screens

How Automation and AI Are Transforming SDTM Delivery

3 minute read

Published: February 19th, 2026

Introduction 

As regulatory demands intensify, the challenge for sponsors is not just to produce SDTM-compliant data, it must be done rapidly, accurately, and at scale. Traditional SDTM programming can be resource-intensive, especially when managing frequent updates or pooled submissions. 

At Phastar, our MAPIT automation tool redefines how SDTM packages are created, combining metadata-driven processes, artificial intelligence (AI), and automation to deliver high-quality outputs faster and more efficiently. 

Accelerating SDTM Delivery 

Phastar’s commitment to early SDTM delivery means that, once a study database goes live, SDTM outputs can be produced in as little as three weeks, without relying on live data. 

This speed is made possible through automation driven by database design specifications, eliminating manual setup and enabling near-instant transformation once data extraction begins. Within days, sponsors receive a fully formatted, regulatory-ready SDTM package, including annotated CRF, define.xml, and Reviewer’s Guide. 

Metadata-Driven Efficiency 

At the heart of MAPIT lies a metadata-driven approach that ensures traceability, flexibility, and consistency. Each study element, source data, client standards, and SDTM implementation guide, is stored centrally. When a change occurs, the system automatically identifies affected components and updates them, cutting rework by up to 70%. 

This design future-proofs studies against inevitable protocol amendments and database updates, ensuring alignment with regulatory expectations without the burden of repetitive manual updates. 

AI Integration for Intelligent Mapping 

AI enhances MAPIT by analyzing study structures, identifying optimal mappings, and suggesting SDTM transformations. This intelligent support reduces manual input, accelerates setup, and minimizes errors, while every AI-generated mapping is reviewed by experienced programmers to maintain accuracy and compliance. 

The result: up to 80% of the SDTM creation process can be automated, significantly improving turnaround times and confidence in deliverables. 

Flexibility and Reusability 

MAPIT supports all major EDC platforms and generates code in SAS or R, ensuring seamless integration with existing sponsor systems. Reusable mappings from past studies are stored in a growing metadata library, turning every project into a cumulative resource that enhances future efficiency. 

For repeated or pooled analyses, such as those needed for Integrated Summaries of Safety (ISS) and Integrated Summaries of Effectiveness (ISE), this translates to faster harmonization and consistent outputs across multiple trials. 

Delivering Real Value for Sponsors 

By leveraging automation and AI, Phastar’s MAPIT reduces timelines and costs by up to 50% for typical Phase III studies, while maintaining full compliance with CDISC standards. Whether implemented as part of a full-service project, FSP model, or software-as-a-service offering, Map IT empowers sponsors to transform SDTM delivery, turning what was once a bottleneck into a competitive advantage. 

Discover how Phastar’s MAPIT automation tool combines speed, consistency, and intelligence to transform SDTM delivery. 

Related articles

Building a Successful Clinical Development Strategy with the Right Biometrics CRO 

Building a Successful Clinical Development Strategy with the Right Biometrics CRO 

November 9th, 2026 7 minute read

Clinical development teams are often familiar with outsourcing activities such as monitoring, project management, and...

Is the FSP Model Right for Your Clinical Program? 

Is the FSP Model Right for Your Clinical Program? 

November 6th, 2026 8 minute read

Clinical development teams are under constant pressure to deliver more with fixed budgets, tight timelines, and limit...

Meet the Team: Giles Partington, Consultant Statistician 

Meet the Team: Giles Partington, Consultant Statistician 

November 5th, 2026 4 minute read

In our “Meet the Team” series, we highlight the talented individuals who drive  Phastar’s success. Each t...