Causal AI for Precision Oncology

Cancer treatment
is a guess.
We make it a science.

We predict therapy response before treatment begins — then prove it in the lab with CRISPR validation.

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The Crisis

Over 90% of oncology
recommendations lack
high-level evidence.

Doctors are forced into blind decisions. Patients pay the price. The system is broken at every level.

59%

Physician Burnout

Treatment Success

96.6%

Drug Dev Failure

The Platform

Not predictive.
Causal.

An agentic AI co-pilot integrating histopathology, genomics, and clinical data. A central Brain orchestrates specialized expert models. Every prediction is validated in the wet lab.

Legacy Predictive AI

Correlations from retrospective data
Black-box pattern matching
No biological validation
Static models, no feedback loop

Enso Causal AI

Causal reasoning, lab-validated
Transparent, explainable outputs
CRISPR-confirmed mechanisms
Self-improving AI + wet lab loop

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Ensopurity

Our AI foundation model objectively estimates tumor cellularity in histopathological slides — the gating step for molecular testing. 2x more accurate than human pathologists. Works across 32 cancer types. Replacing subjective assessments that cause failed sequencing runs and wasted resources.

More Accurate

Cancer Types

ρ 0.731

Spearman Correlation

15k+

Slides Analyzed

Try Ensopurity

0.82

Purity WSI

0.78

Purity TA

Cancer Types

Our Moat

AI predicts.
The lab proves.

Every oncology AI company stops at prediction. We close the loop with CRISPR wet-lab validation.

AI Hypotheses

Causal models identify candidate biomarkers, resistance pathways, and novel drug targets from multimodal patient data.

CRISPR Validates

High-throughput functional genomics confirm the biological role of every AI-discovered target. Correlation becomes causation.

Flywheel Compounds

Validated data feeds back into the model. Every cycle sharpens accuracy and expands our proprietary causal map of cancer.

Our Vision

Global data.
Democratic medicine.

Cancer does not discriminate by geography. Neither should treatment.

Erase Racial Bias

Most oncology AI trains on Western populations. We source data from Africa, South America, and Asia to build models that serve every patient equally.

The Whole Patient

Inspired by the Enso — the Zen symbol of wholeness. We treat the individual, not just the tumor. Mind and body in harmony.

De-risk Discovery

96.6% of oncology drugs fail in trials. Our causal engine validates novel drug targets before they reach the clinic.

For Oncology Centers

Partner with Enso.

We are building next-generation oncology intelligence with leading cancer centers worldwide. Your data powers models that directly benefit your patients.

Deploy AI Tools

Access Ensopurity and our co-pilot across your pathology workflows. Improve accuracy, optimize NGS sample selection, reduce costs today.

Co-develop Research

Collaborate on clinical validation pilots, joint publications, and grant applications. Accelerate translational medicine together.

Clinical Impact

Your patients benefit directly. AI-driven insights improve treatment decisions, reduce failed therapies, and accelerate outcomes.

Become a Partner

Cancer treatmentis a guess.We make it a science.

Over 90% of oncologyrecommendations lackhigh-level evidence.

Not predictive.Causal.