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We build healthcare AI systems that meet HIPAA, FHIR, and African ministry-of-health standards — and earn trust from the physicians who actually use them.
Clinical AI lives or dies on three things: data provenance, model explainability, and how it fits the clinician's actual workflow. We build AI products on top of FHIR-compliant EHRs that triage radiology studies, predict outpatient no-shows, flag sepsis early, and route limited specialist time where it matters most. Every model ships with bias auditing, monitoring, and a human-in-the-loop path so a physician at Korle Bu or a rural clinic in Ahafo can act on the prediction with confidence — not be overridden by a black box.
What changes when ai & machine learning meets healthcare — and how we engineer around it.
Building models that generalize beyond US/EU datasets and account for African disease prevalence, imaging hardware, and demographic patterns.
Designing UX where physicians understand why the model said what it said and can override safely without losing audit trail.
De-identifying patient data to HIPAA Safe Harbor or Expert Determination while preserving the signal models actually need.
Running diagnostic models on intermittent connectivity, low-end Android tablets, and 2G uplinks without latency dropping triage value.
Concrete capabilities our teams have shipped at the ai & machine learning x healthcare intersection.
FHIR-native data pipelines (HL7v2, DICOM, FHIR R4) for model training
Radiology triage models (chest X-ray, head CT) with DICOM workflow integration
Sepsis and deterioration prediction with NEWS/qSOFA-aware features
Outpatient no-show and resource allocation forecasting
Model monitoring, drift detection, and clinician override telemetry
Bias auditing across age, sex, and demographic subgroups
Edge inference on Android tablets via TFLite / ONNX Runtime
MLOps stack on AWS SageMaker or GCP Vertex AI with reproducibility guarantees
Measured outcomes from delivery work at this intersection — not aspirational projections.
Median across ICU pilots
In radiology triage across 22 facilities
Through targeted SMS reminders
Built to satisfy the auditors and regulators that matter for this intersection.
The tools and platforms we typically lean on for this intersection.
Services we typically combine with AI & Machine Learning for this intersection.
Transform raw data into actionable intelligence with custom dashboards and reporting solutions.
Tailor-made software solutions designed to address your unique business challenges and scale with your growth.
Protect your digital assets with comprehensive security audits, penetration testing, and compliance services.
Sectors where the same playbook and patterns travel well.
Let's map your healthcare ambitions to a ai & machine learning delivery plan our engineers can ship.