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Insights

Field notes from the work, not the marketing.

Playbooks, articles, and thought leadership from inside Xperion practices. How we build, where builds go wrong, and why the deck is the residue of the work, never the deliverable.

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Every piece is written by the senior practitioner closest to the work. Pick a format or an industry and the grid filters in place.

Healthcare 14 May 20269 min read

Shipping ambient clinical documentation, HIPAA-aligned, in one quarter.

Why hospital AI deployments stall at the seam between model and workflow, and the engagement structure we use to get clinicians dictating into production: eval harness first, one specialty fully live before any horizontal work, compliance as a workstream.

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Enterprise SaaS 02 May 202611 min

Your AI pilot won't survive the second 90%, here's the part nobody scopes.

The demo works. The board loves it. Then production happens, evals drift, the model behaves like a different person on Tuesdays, and the operating cost doubles. The cost isn't the model. It's everything that holds the model accountable.

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Operating model 24 Apr 20267 min

The agency model is broken. Here's what we hire for instead.

Senior people sell. Junior people deliver. The math works for the firm and never for the client. We rebuilt the operating model around the opposite assumption, and we'll defend the trade-offs in public.

Read the manifesto
Resource Augmentation 29 Jun 202610 min

How to implement resource augmentation in a software project.

When to use it, how to scope and onboard roles, the advantages for short-term work, and the pricing models external development teams actually use. The step-by-step version.

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Resource Augmentation 29 Jun 20269 min

How to choose a reputable IT staff augmentation provider.

How to find and vet reputable providers, what separates the best resource augmentation services for IT companies, and where to find senior teams in Pakistan.

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Marketing 29 Jun 20268 min

Full-time vs. augmented marketing: the real cost.

A marketing salary is the smallest part of what a full-time hire costs. The honest comparison against augmented talent, benefits, overhead, ramp, flexibility, and when each makes sense.

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