Perspectives from the lab.
Frameworks, playbooks, and field notes from our senior practitioners — written for the executives and engineers who actually have to decide.
Featured · FrameworkThe Enterprise LLM Maturity Model
A four-stage framework for leaders evaluating AI readiness — from sandbox experimentation to production governance.
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Modernizing without the rewrite trap
How teams avoid the classic three-year rewrite by using strangler-fig migrations instead of big-bang replacements.
Designing clinical AI that clinicians trust
What it takes to ship AI into regulated clinical workflows — evaluation, governance, and human-in-the-loop by design.
Evaluation is the new unit test
Production LLM systems need evaluation loops that look nothing like traditional QA. Here's how we think about it.
FinOps for the AI era
GPU workloads broke the old cloud cost models. How we think about the new operating model.
Strangler-fig migrations, done honestly
A pragmatic approach to enterprise modernization that avoids the big-bang rewrite.
Building evaluation harnesses for LLM applications
What a production evaluation loop looks like — and why it matters more than the model you pick.
Shipping SSO & SCIM for enterprise readiness
The delivery plan and architecture behind the identity work that unlocks enterprise contracts.
The case against the design-system rewrite
Why most design-system rewrites fail — and what to do instead.
The enterprise-readiness scorecard
The criteria that separate scale-up SaaS from genuinely enterprise-ready SaaS.
Where the research actually happens.
Our practitioners prototype, evaluate, and pressure-test ideas before they reach a client engagement. Drag to explore — the perspectives we share start as things we build and break first.
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