Should Your Team Self-Host AI Coding? A MonkeyCode Scorecard

Short summary

A detailed scorecard framework for deciding whether to self-host or use a hosted AI coding platform, using MonkeyCode as a concrete example. It defines hard-stop gates (data boundary, identity, isolation, legal, recovery, operating owner) and weighted scoring criteria covering onboarding, workflow fit, governance, security, and total cost. The article also provides a structured pilot design with real repositories, task classes, and measurable launch rules so teams can compare options on evidence rather than demo impressions.

• •Six pass/fail gates (data boundary, identity, isolation, legal, recovery, operating owner) eliminate options before scoring
• •Weighted criteria from 1-5 across eight dimensions including developer onboarding, governance, security, and total cost
• •Pilot design with three repository types, five task classes, and explicit launch thresholds for verified results

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