Sparse Data.
Serious Accuracy.
Join Lalin Theverapperuma at PMWC 2026 as he presents Limited Sample Model (LSM), a foundational AI architecture engineered for governance and defensible decisions in regulated science, and examines why scale alone is not enough in AI.
Track 2: AI in Drug Discovery & Computational Biology
March 6 | 2:30–2:45 PM
Limited Sample Model
A foundational AI architecture engineered to transform sparse data into governed, defensible decisions.
Scientist-Trained. Regulatory-Grade.
Sparse Data.
More Signal.
1000×
Fewer Samples
High accuracy is achieved using focused domain data, not generalized datasets.
Minutes.
Not Months.
50×
Faster Decisions
Decision cycles are significantly shortened while maintaining rigor and traceability.
High Accuracy.
Governed Decisions.
6×
Error Reduction
Exception-based review reduces decision variability and manual rework.
For AI and lab transformation leaders across regulated industries.
Mar 4-7
Santa Clara Convention Center
See Limited Sample Model in Action Booth #B605
Stop by to see LSM powering governed decisions across analytical workflows. Experience live demonstrations and discuss how sparse-data AI fits within your regulated lab infrastructure.
Powering Analytical Workflows Today
LC-MS and LC-MS/MS
Quantitative decisions with audit-ready outputs and governed review logic.
Proteomics and Biomarkers (DDA, DIA)
Protein-level confidence through alignment, interference handling, and reproducible identification.
QC ADC, Intact Mass, AS-MS
Deconvolution, proteoform analysis,
DAR calculation, and microheterogeneity assessment
icIEF, CE, SEC
Consistent peak identification, integration, and release logic.
Glycan Analysis
Isomer resolution, ambiguity management, and scalable expert annotation.
Titration
Automated curve fitting and endpoint determination.
Designed for Sparse Data
High accuracy without massive generalized datasets.
Expert-Guided Training
Domain experts train models directly. No code required.
Governed Decision Systems
Traceable, confidence-calibrated decisions with exception routing.
Schedule time during PMWC to explore how LSM can power governed automation in your laboratory environment.
Book time with Expert Intelligence at Booth B605.
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