For Research Use Only. Not for use in diagnostic procedures.

Every slide tells a story

  • Analyze every
    cell in real time
  • Build an evidence-
    backed differential
  • Flag urgent cases
    for expert review
How it works

Certainty, when it can be proven.
Honesty, when it can’t.

Every classifier gives you answers. Hemalogic gives you something rarer — a calibrated guarantee about which answers to trust. Each cell resolves to one of two states, and the second is not a failure. It’s the point.

CERTIFIED

Proven, not predicted. Certification is tuned for the number a lab cares about most: false negatives — kept rare, and measured rather than assumed.

Measured: across held-out research data, more than 99.5% of certified calls were concordant with expert classification.

? ABSTAIN

When a cell falls outside what the model can prove, it says so — and shows its work: the measurements, the near-misses, the reason for doubt.

The abstention is signal. A population the model declines to name is information no forced label could ever give you.

Evidence

Measured, not promised

Everything below was measured on public, expert-annotated research datasets, with pre-registered splits and near-duplicate audits — scored the way we would want to be audited. Internal validation results, not clinical performance claims.

99.05%Eight-class cell-type accuracy on 8,548 held-out cells (50/50 split)
>99.5%Accuracy on certified calls under the conformal layer
99.3%Answered-accuracy of the 18-class model at its preset operating point
41,621Expert-annotated cells in the abnormal-cell training corpus

Example classifications

Cells drawn from the MLL23 public research dataset. The final example is deliberately outside the eight-class normal vocabulary — the system abstains rather than forcing a label.

Lymphocyte
Lymphocytecertified
Segmented neutrophil
Neutrophilcertified
Monocyte
Monocytecertified
Eosinophil
Eosinophilcertified
Basophil
Basophilcertified
Blast, out of vocabulary
Out of vocabularyabstained
Approach

No new hardware. No new workflow.

The images already exist — your analyzers make them every day. Hemalogic is pure software on top. It measures what a morphologist would measure — nuclear size, chromatin texture, the ratios that matter — and assembles the evidence into a report a pathologist can interpret in seconds.

Walk through a sample report →

Contact

Put Hemalogic to the test

We partner with laboratories and clinical researchers two ways: evaluation studies on research material today, and clinical studies to support a planned FDA submission for diagnostic decision support. If you run digital morphology and want either conversation — or the full technical validation summary — write to us.

Prefer email? contact@hemalogic.ai