AI Use Cases by Industry
Explore how Neolens fits into real-world workflows across sectors.
🏥 Healthcare & Radiology
| Application | Description | Benefit |
|---|---|---|
| Triage in emergency imaging | Automatically flag critical anomalies | Faster response time |
| Longitudinal tracking | Compare anatomical changes over time | Improved follow-up accuracy |
| Workflow automation (PACS/RIS) | Pre-fill reports, sort studies by urgency | Radiologist productivity boost |
Did you know ?
Neolens integrates seamlessly with most DICOM-based systems and HL7 pipelines.
🧬 Research & Academia
| Application | Description | Benefit |
|---|---|---|
| Model evaluation | Run comparative experiments on annotated datasets | Faster research cycles |
| Cohort discovery | Filter patients by AI-detected features | Precision inclusion criteria |
| Ground truth validation | Combine human + AI labels | Hybrid labeling strategies |
🏢 Hospital IT & Operations
| Application | Description | Benefit |
|---|---|---|
| Usage analytics | Monitor AI adoption & performance | Data-driven optimization |
| Alert routing | Send critical flags to appropriate clinical staff | Real-time collaboration |
| Role-based access control (RBAC) | Align visibility with compliance needs | Enhanced data governance |
note
Neolens logs are structured for auditability and align with ISO/IEC 27001.
🏛️ Public Health & Policy
| Application | Description | Benefit |
|---|---|---|
| Regional anomaly surveillance | Detect and quantify patterns at scale | Population-level insights |
| Protocol benchmarking | Compare facility-level diagnostic consistency | Data-driven policymaking |
📱 Medical Device Manufacturers
| Application | Description | Benefit |
|---|---|---|
| Smart imaging integration | Embed AI into mobile or portable imaging devices | Added value for users |
| API-first diagnostics | Offer cloud-based analysis as a feature | Competitive differentiation |
🧠 Mental Health & Neurology (R&D)
| Application | Description | Benefit |
|---|---|---|
| MRI-based anomaly detection | Identify subtle structural changes | Early detection potential |
| Longitudinal brain tracking | Map cognitive decline or improvement | Precision therapy adjustment |