Agency comparison · AI development

AI development agency vs
In-house team.

A good agency ships your first AI feature in a quarter and trains your team to take it over. After that, in-house wins for ongoing iteration.

ServiceAI development
Best forDecision framework
When each wins · 01

Pick by scope.

When AI development agency wins

AI development agency

You're shipping the first AI feature, you don't have evals or RAG experience, you need it in 8-12 weeks.

When In-house team wins

In-house team

AI is core to the product, you've already shipped one, and the work will be ongoing.

Factor-by-factor · 02

Direct comparison.

FactorAI development agencyIn-house team
Time to first shipFasterSlower (hiring + ramp)
Long-term costHigher per monthLower at scale
Knowledge retentionHandoff requiredNative
Existing team strainLowHigh
Hiring riskNoneMajor (AI engineers are scarce)
Best forFirst featureOngoing AI roadmap
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