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Insights

What we learn putting AI into production.

Field notes from real deployments, ours and our clients’. No trend pieces, no model announcements.

A faint horizon under a dark sky
LatestAug 2026 · 6 min

Why 95% of AI pilots never reach production

The failure is almost never the model. It’s the four things nobody scoped. Most teams find out in month four, when the pilot quietly stops being used.

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Two people paddling a canoe through mist
Sovereign AIJul 2026 · 9 min

Running AI on-premise in the Gulf

What sovereign deployment actually costs, and where it’s worth it.

Cargo ships on a flat sea
MethodJul 2026 · 8 min

What a two-week AI audit should produce

If it ends in a slide deck rather than a build plan, it failed.

A dreamcatcher against a bright sky
EngineeringJul 2026 · 7 min

Evals your operators can run themselves

A scored set from your own history beats a vendor benchmark every time.

A chain trailing across open water
EngineeringJul 2026 · 7 min

Where to put the human approval gate

Too early and nothing gets faster. Too late and finance stops trusting it.

Birds over a snow-covered peak
Field notesJul 2026 · 8 min

The integration surface is the project

The ERP, the queue and the 2009 endpoint decide whether any of this ships.

A goal frame standing in an empty field in fog
Inside GridworkJun 2026 · 9 min

Five AI employees, one operations team

What we learned putting agents into our own operation before selling it.

Rather talk it through than read about it?

Forty-five minutes with the people who’d build it. No pitch.

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