Built on models that understand cells.
xflo pairs modern representation learning with a curated clinical knowledge graph — and keeps a human in the loop at every step.
A pipeline, layer by layer.
Each layer is inspectable and replaceable — engineered for clinical rigor, not just demos.
Ingestion & normalization
Parsing, compensation, and quality control across instruments — turning heterogeneous .FCS files into a clean, comparable representation.
Representation learning
Foundation models trained on millions of cellular events capture immunophenotype structure far beyond fixed gating rules.
Clinical reasoning
A curated knowledge graph links markers, populations, and entities so candidate diagnoses are grounded in hematopathology.
Explainable output
Findings, scores, and draft reports — each traceable to the events and markers that produced them.
What makes it trustworthy.
Foundation models for cytometry
Representation learning over millions of cellular events captures the structure of immunophenotypes far beyond fixed gating rules.
Clinical knowledge graph
A curated graph links markers, populations, and entities so reasoning is grounded in hematopathology — not statistical correlation alone.
Human-in-the-loop
xflo is a copilot, not a black box. Pathologists stay in control, and their corrections continuously sharpen the models.
Privacy-first architecture
Deployable in your environment. PHI stays within your boundary; only models and updates cross it.
Privacy-first, deployable in your environment.
PHI stays within your boundary. Audit trails, role-based access, and reproducible pipelines are built in — so xflo meets the bar clinical environments require.
Questions, answered.
What instruments and panels does xflo support?
xflo ingests standard .FCS files from all major cytometers and adapts to custom panels through lab-specific profiles.
Is xflo a diagnostic device?
xflo is designed as a decision-support copilot for trained professionals. Final diagnostic responsibility always rests with the pathologist.
Where does my data live?
xflo can be deployed inside your environment so PHI never leaves your control, with full audit trails and role-based access.
How do you handle new or rare entities?
The clinical knowledge graph is continuously curated, and human-in-the-loop corrections let xflo improve on edge cases over time.
Want a technical deep-dive?
We'll walk your team through the architecture and run xflo on your panels.