Unverified50% confidenceOpinionExact time
In the vertical AI space, the gap in model capabilities will gradually narrow, while engineering and operational capabilities are the true moat.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
8/10/2026
First Seen
Valid until: 11/8/2026
Sources
垂直AI引擎MLOps扩展困局：从原型到规模化的工程实践
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