Reference architectures, engineering essays, and research from the architects and engineers shipping IPVIZ programs every day. No fluff. No vendor pitches. Just what we've actually seen working — and what hasn't.
We surveyed 400 enterprise CIOs and CDOs across financial services, healthcare, public sector, and retail. The headline: 67% have a GenAI program; only 11% have a GenAI program in production at scale. This report unpacks what the leaders are doing differently — from data foundations and eval pipelines to org design and procurement — with detailed playbooks you can adapt this quarter.
Why so many ZT programs stall at the network layer, and how to design a control plane that actually evaluates every request based on identity, device posture, and data sensitivity.
Read article →A grounded retrieval pipeline is table stakes. The competitive advantage in enterprise GenAI now lives in how rigorously you evaluate retrieval quality, hallucination rates, and domain accuracy — over time.
Read article →Reference landing zones got us 80% of the way. The next 20% — where developer productivity and cost actually move — comes from treating your platform as a product with explicit contracts, SLOs, and a roadmap.
Read article →Anomaly alerts are necessary but insufficient. We unpack the unit economics framework we use with clients to attribute every dollar to a product, customer, and engineering decision.
Read article →An internal developer portal is a UI on top of platform decisions. We share the platform-as-product operating model that gives Backstage something worth surfacing.
Read article →Most organizations are over-rotating on documentation and under-rotating on technical controls. A pragmatic engineering view of high-risk classification, model documentation, and post-market monitoring.
Read article →How we coach product and engineering leaders to use SLOs and error budgets to have the difficult, productive conversations about velocity vs. reliability.
Read article →The real architectural decisions in 2026 are about contracts, semantic layers, and where compute lives — not which storage abstraction wins. A modernization framework you can run with.
Read article →Detection engineering, threat-informed defense, and what "purple team" actually means when you measure it. The blueprint we use to bring SOCs from reactive to proactive.
Read article →