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Comparison

Ubuntu Online vs In-house build

If you have AI engineers and a 12-18 month runway, you should build in-house. If you don't, the math is on our side.

DimensionUbuntu OnlineIn-house build
Time to first production system6-12 weeks9-18 months
Eval infrastructureBuilt inYou build it
MLOps for non-ML orgsBundledHire for it
Code & model ownership100% yours after handoverYours
Operate phaseOptional ongoing supportYour team alone
Best forFirst production AINth production AI

When to pick In-house build

You have a senior ML team, internal MLOps and eval infrastructure already in place, and the patience for an 18-month build. The system is core IP you must own end-to-end.

When to pick us

You need production AI in weeks, your team is good but not specialized in AI infrastructure, and you'd rather buy the methodology now and own the system after.

The closer

Build the AI you'd be proud to own.

Thirty minutes to talk through your stack, your data, and the AI opportunity you care about most. No pitch deck. No sales theatre.

Ubuntu Online · Nairobi · 2026
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