Enterprise AI Research Intelligence Solution form Biomedical Literature
AI-Powered Biomedical Literature Intelligence Platform
Enterprise Generative AI for research intelligence, evidence extraction and market monitoring.
PubMed
Literature
Vector Search
Semantic Retrieval
AI Agent
Plan. Rank. Synthesize
Insights
Summaries + Dashboard
BUSINESS CHALLENGE
- Need faster monitoring of PubMed literature across disease areas, compounds and competitors.
- Keyword search created noise, missed synonyms and required manual review of large result sets.
- Stakeholders needed reliable, citation-grounded summaries for medical affairs, R&D and commercial intelligence.
CARESOFT SOLUTION
- Architected an Azure-native PubMed intelligence platform using Azure OpenAI, Azure Functions, Azure AI Search and vector retrieval.
- Built RAG pipelines with PubMed APIs, embeddings, metadata indexing, terminology normalization, MeSH mapping and acronym resolution.
- Implemented LangGraph agent workflows for query planning, citation retrieval, ranking, synthesis and final response generation.
- Designed research copilots for clinical summaries, endpoint extraction, trial outcome analysis and competitive intelligence reports.
WHAT MADE IT DIFFERENT
- LLM-as-a-judge, confidence scoring, hallucination detection and human-in- the-loop validation for scientific reliability.
- Automated literature monitoring for new publications, therapeutic landscape shifts, KOL activity and competitor movements.
- Async processing, batch orchestration and distributed pipelines optimized latency and cost for high-volume searches.
- Secure Azure integration with Key Vault, managed identities, API gateways and Power BI / Azure SQL analytics.
TECHNOLOGY & ARCHITECTURE
PubMed APIs
Preprocessing
Azure AI Search
LangGraph Agent
Power BI/SQL
Secure Azure Foundation: Open AI • Functions • AI Search • Key Vault • Managed Identities • API Gateway • Evaluation
SEMANTIC SEARCH
Context-aware Retrieval
AGENTIC WORKFLOWS
Plan • Rank • Synthesize
EVIDENCE EXTRACTION
Endpoints + Outcomes
DASHBOARDS
Trends • KOLs • Competitors
MARKETABLE OUTCOMES
Caresoft transformed biomedical literature review into an AI-enabled research intelligence workflow—Accelerating Semantic Discovery, Evidence Synthesis, Monitoring and Stakeholder-ready Analytics
Reusable AI Pattern - RAG + Agents + Evaluation + Dashboards
Ideal for: pharma research intelligence • medical affairs • competitive intelligence • evidence generation • KOL analytics • clinical landscape monitoring
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