INSIGHTS / TECHNOLOGY INSIGHTS

What we’re learning,
shared as we learn it.

Notes from inside our engagements — on AI engineering, data infrastructure and the Google ecosystem — written for the teams making similar decisions.

4
focus areas we publish on regularly
1st
hand notes, drawn from live client engagements
Google
Technologies Partner perspective on every post
No
recycled thought leadership — every note ties to real work
WHY WE WRITE THIS

Notes from the work,
not around it.

Most of what we publish here comes directly out of a client engagement — a scoring model that needed rethinking, a pipeline that broke in an interesting way, a Google Ads change that shifted how a campaign performed. We write it down because the next project usually runs into the same question.

WHAT WE COVER

Four areas,
one engineering lens.

Each area maps directly to a practice we run day to day.

01 — AI ENGINEERING

From prototype to production

What actually breaks when an AI system moves from a demo to something a real institution depends on — evaluation, observability, and the failure modes that don’t show up until scale.

02 — DATA ENGINEERING

Making messy data trustworthy

Pipeline design, scoring methodology and the unglamorous work of matching records across sources that were never meant to talk to each other.

03 — GOOGLE ECOSYSTEM

What’s actually changing in Ads and Search

Notes from managing 40+ live Google Ads accounts — what a platform change actually does to performance, beyond the release notes.

04 — WEB & INFRASTRUCTURE

Building for the platform you’re on

Shopify, WooCommerce and custom-built storefronts — the platform-specific decisions that don’t show up in a generic best-practices list.

RECENT NOTES

Latest from
the practice.

A placeholder view of how recent posts will appear — populate with your latest published entries.

AI ENGINEERING
Why evaluation matters more than the model you pick
Read →
DATA ENGINEERING
Scoring 150 locations without false precision
Read →
GOOGLE ECOSYSTEM
What Performance Max actually optimizes for
Read →
WEB & INFRASTRUCTURE
Customizing a Shopify variant picker without breaking updates
Read →

TRUSTED BY ORGANIZATIONS

WORK WITH US

Have a technical
challenge in mind?