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.
Google's Open Knowledge Format (OKF) was built for data teams, but life sciences quality is a stronger fit. Here's the complete picture — the spec, the GxP adaptations, the regulatory friction points, the architecture every analysis converged on, and the rollout playbook for existing systems.
Read Article →Ten analyses converged on the same answer: don't replace your QMS — build a read-only sidecar around it. Here are the ten patterns, ranked by risk, with a concrete rollout timeline from week 1 to month 9.
Read Article →Google's Open Knowledge Format (OKF) was built for data teams. But life sciences quality documents — SOPs, deviations, CAPAs, validations — are a far better fit. Here's why, and how to adapt it for GxP environments without breaking compliance.
Read Article →Quality documents are 70-90% boilerplate by design — templates, regulatory references, controlled vocabulary. That structural repetition makes them the ideal workload for prompt caching. Here's the architecture that takes cache hit rates from single digits to 80%+ in a GxP-compliant system.
Read Article →A technical deep-dive into the three layers of LLM caching — prompt prefix, semantic, and KV-cache — with production benchmarks, provider pricing, and an implementation playbook that takes cache hit rates from single digits to 80%+.
Read Article →