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Saram ConsultingThoughts and strategies on the intersection of Biotech, Artificial Intelligence, and Regulatory Compliance.
Nine independent analyses of applying Google's Open Knowledge Format to quality documents all landed on the same architecture — but not the one either side expected. The pattern is right. The format is wrong. And the vendors are already building the real solution.
Read Article →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.
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