01
Choose for the operating constraint
The right delivery model depends on process specificity, data sensitivity, integration depth, internal capability, and the cost of failure. A platform is effective when the workflow fits its boundary; specialized engineering is stronger when the operating model is differentiating.
02
Evaluation criteria
Evaluate providers on production evidence rather than prototype fluency. Require a clear position on data boundaries, evaluation, failure handling, ownership, observability, change management, and total operating cost.
- Use-case economics and acceptance criteria
- Architecture portability and exit options
- Security, access, retention, and audit design
- Evaluation before and after deployment
- Internal ownership and knowledge transfer
03
A hybrid pattern often wins
Many enterprises should combine reliable platforms for commodity capabilities with custom decision, integration, and governance layers. The objective is controlled differentiation where the economics justify it.