One conversational AI interface connecting specialized agents for SOP drafting, audit readiness, CSV, and 21 CFR Part 11 compliance.
Saram ConsultingThoughts and strategies on the intersection of Biotech, Artificial Intelligence, and Regulatory Compliance.
A production-ready architecture combining PostgreSQL, Qdrant, and Memgraph with Pydantic AI agents for GxP-compliant quality management and computer system validation.
Read Article →Vector search alone collapses on multi-hop questions. Graph traversal alone misses semantic nuance. Here is the three-database architecture that handles both — and the retrieval patterns that make it work.
Read Article →Most IT helpdesk bots are static FAQ search engines with a chat interface. Here is the architecture for one that actually gets smarter — a closed-loop system where every resolved ticket becomes institutional knowledge.
Read Article →How GxPChat uses the Model Context Protocol to connect a single conversational interface to specialized AI agents for SOP drafting, audit readiness, CSV documentation, IT support, and regulatory asset management — all under 21 CFR Part 11.
Read Article →A practical framework for deploying AI agents across GxP-regulated IT operations — from CSV documentation to audit readiness — with realistic effort estimates, savings projections, and a phased rollout that won't get you a 483.
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