DumstorfAI
Scientific interpretation, controlled.
AI-assisted workflows don’t fail because of bad data.
They fail when interpretation moves beyond what the evidence supports.
Now accepting consulting engagements in AI-assisted scientific interpretation and Medical Affairs workflows.
Featuring DAIXIS™
Quality assurance for scientific interpretation.
For inquiries: info@dumstorf.ai
Biotech teams don’t struggle with data.
They struggle with what happens after the data.
As outputs move through teams, language shifts.
Confidence changes. Assumptions stack.
Over time, interpretation drifts.
DumstorfAI focuses on where evidence becomes decisions,
where risk quietly accumulates.
DumstorfAI provides targeted consulting at the point where scientific evidence becomes judgment.
We work with Medical Affairs teams, MSLs, and scientific leadership to ensure that interpretation remains aligned with the underlying data before it drives decisions.
Artificial Intelligence, done right.
Explainable. Governed. Accountable.
Services
Interpretive Risk Audit (DAIXIS™ Sprint)
Identify where scientific or AI-generated content moves beyond evidentiary support.
Includes flagged statements, drift points, and suggested rewrites.
Scientific Communication Review
Strengthen clarity, defensibility, and precision in Medical Affairs materials, slide decks, and internal documents.
AI Workflow Risk Assessment
Evaluate how AI-generated outputs are translated into decisions, and where interpretation introduces risk.
Veteran-owned. U.S. built. Scientifically grounded.
DumstorfAI operates entirely within American standards for scientific integrity, data handling, and accountability.
No offshore pipelines.
No opaque systems.
No untraceable outputs.
Just clear science, controlled interpretation, and accountable decisions.
DAIXIS is a governance system for scientific interpretation.
It does not generate outputs.
It evaluates how outputs are interpreted, communicated, and acted on.
Its purpose is simple:
Prevent decision drift before it happens.
Human judgment remains in control:
structured, traceable, and accountable.
Clarity built on rigor.
Reliability built on experience.
I’m Chad Dumstorf, M.S., Ph.D.
Biomedical scientist, former Eli Lilly postdoctoral fellow, and Medical Affairs professional with over twenty years of experience in oncology pharmacology and translational research.
I built DumstorfAI to address a problem I’ve seen repeatedly:
Scientific conclusions drift as they are communicated.
My work focuses on controlling that step,
ensuring that interpretation remains aligned with evidence, and that decisions are built on defensible ground.
This is science explained with precision.
This is communication you can stand behind.
