Stakeholder Benefits
How CliniSearch Creates Value Across Healthcare
Clinicians & Hospitals
Clinical safety • Governance • Workflow
| Pain Point | Solution |
|---|---|
| Fragmented guidance | Unified, searchable NICE + RCOG corpus |
| manual search in PDFs | Semantic, context-aware retrieval |
| Risk of outdated use | Version control and update tracking |
| Governance audit gaps | Source-linked audit logs |
| Inconsistent population guidance | Built-in population tags (Adult, Pregnancy, Child) |
AI / Digital Health Developers
RAG • LLM Safety • Engineering
| Pain Point | Solution |
|---|---|
| No authoritative RAG dataset | Evidence-graded, structured content |
| LLM safety concerns | Provenance fields for explainability |
| Inconsistent schema | Unified JSON schema |
| Latency in retrieval | Pre-computed embeddings |
| Regulatory uncertainty | Evidence-linked data ensures auditability |
Research & Education
Academic • Training • Data Science
| Pain Point | Solution |
|---|---|
| Unstructured data | Structured JSON for NLP analysis |
| No versioning | DOI-linked, reproducible versions |
| Teaching relevance | Real-world guideline data for evidence-based training |
Pharma & MedTech
Market Access • Safety • Regulatory
| Pain Point | Solution |
|---|---|
| Tracking updates manually | Automatic change detection by DOI |
| Mapping therapy area to guidance | Semantic embeddings enable alignment |
| Citing evidence for regulators | Structured, citation-ready exports |