Build AI agent from scratch vs use a platform, I've done both, here's the honest tradeoff
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Built three enterprise AI deployments from scratch with LangGraph. Then shipped two more on a platform. The honest comparison.
From scratch:
- Full control, custom architecture, no platform lock-in
- 4 to 6 months to first production deployment
- Compliance, governance, audit trails all custom-built
- Team needed 2 to 3 senior AI engineers minimum
On a platform:
- Faster to first production, often 2 to 4 weeks for standard use cases
- Less architectural flexibility, but most teams don't need it
- Compliance and governance shipped, not built
- Team can ship with one strong engineer and platform support
The honest answer, build when AI is your moat, buy when AI is your enabler. Most teams I've talked to confuse the two. What is your opinion about this?
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