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Applied AI·October 16, 2026·1 min read

Thousands of specialized engineers deployed by AWS, Anthropic to prove AI is worth the investment

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If it takes thousands of field engineers to make AI ROI legible, the real bottleneck is integration, not model quality. Enterprises should treat vendor FDEs and consultancies as a temporary crutch and build internal teams that can own AI workflow design within 12–24 months.