Technology

Containerized microservices deployed on auto-scaling cloud infrastructure. Isolated compute for API, workers, and AI modules ensures reliability under peak load.

PostgreSQL for structured relational data with full-text search capabilities. Redis for task queuing, caching, and real-time job orchestration across distributed workers.

Automated connectors to 15+ authoritative data sources including PubMed, ClinicalTrials.gov, FDA, EUDAMED, USPTO, EPO, Google Patents, Google News, SEC EDGAR, and national HTA agencies (NICE, HAS, IQWiG, CMS).

Background task processing with rate-limited API access, exponential backoff, and conflict-free upsert logic. Scheduled cron jobs ensure continuous data freshness across all sources.

On-demand enrichment engine lets users trigger targeted searches across any data source combination. Progress tracking provides live feedback during collection.

Content-hash based deduplication prevents duplicates across collection runs. Conflict resolution via upsert strategies ensures data is always up to date without loss.

Large language models (Claude, GPT-4o) provide contextual summaries, competitive insights, and natural-language Q&A over your intelligence data. Multi-model routing optimizes for quality and cost.

Real-time digest, trend visualization, and drill-down views across publications, clinical trials, patents, regulatory events, and reimbursement decisions. Configurable alerts notify on key changes.

Enterprise-grade authentication with session management, role-based access control, and secure API key handling. All credentials are encrypted at rest and in transit.

TLS encryption for all data in transit. Database-level encryption at rest. Strict environment variable management for API keys and secrets. No customer data is used for AI model training.

AI-assisted PPTX export with auto-generated visuals and structured competitive summaries. Newsletter scheduling delivers curated intelligence digests to stakeholders.

RESTful API with OpenAPI documentation. All platform features are accessible programmatically, enabling integration with existing BI tools, CRM systems, and internal workflows.