Cambridge Healthtech Institute’s Inaugural
Analytical Intelligence
Exploring the Evolution of the Analytical Function in an Era of Big Data, Modeling, and AI
August 11-12, 2026
CHI's new Analytical Intelligence track offers a comprehensive view of how data-driven approaches are influencing modern analytical strategies. Sessions will cover the collection, management, and interpretation of complex datasets across instruments, modalities, and development stages, including the use of active learning for training data generation. The track will examine the impacts of predictive modeling on formulation design, stability assessment, and analytical target profile development, as well as its role in supporting process development, PAT systems, and CMC decision-making. Challenges and solutions related to digitization, integration of partnered assets, regulatory filings, and adaptation of experimentalists to new digital paradigms will be discussed, alongside tools for automated data integrity review and advanced visualization.
Coverage will include, but is not limited to:
- Expanding Data Capture and Access
- Instrument-level and cross-instrument data capture and curation
- The benefits and challenges of historical data
- Training data collection and generation; active learning in analytical development
- Pipeline Impacts and Interrelationships
- Analytical support of process development, CQAs, PAT/process control systems
- Benefits, challenges, and workflow impact of enterprise-wide data initiatives
- Impacts of discovery data from developability models and screening studies
- Predictive Modeling in Analytical Development
- Early prediction of formulation conditions
- Impacts of FDA New Approach Methodologies (NAMS) program
- Modeling to support Analytical Target Profile (ATP) development for new modalities
- Models for accelerated stability, developability, manufacturability, and CQAs
- Problems and Solutions
- Digitization impacts on CMC timelines
- Digitization impacts on small and virtual companies
- Integrating partnered assets
- Strategies for adapting experimentalists to digital tools and new R&D paradigms
- Support for preparation of regulatory filings and tracking/response for RTQs
- Tools for Analysis and Interpretation of Complex Results
- Automating Data Integrity Reviews
- Pattern recognition across methods, modalities, stages, and time
- Software tools to support analysis and visualization of orthogonal datasets
The deadline for priority consideration is January 23, 2026.
All proposals are subject to review by session chairpersons and/or the Scientific Advisory Committee to ensure the overall quality of the conference program. Additionally, as per Cambridge Healthtech Institute’s policy, a select number of vendors and consultants who provide products and services will be offered opportunities for podium presentation slots based on a variety of Corporate Sponsorships.
Opportunities for Participation: