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Insights
Insights on product planning, delivery, and growth
A promising AI pilot can look cheap until integrations, user behavior, support workload, and governance controls show up in production. Here is how mid-sized teams regain control before rollout gets expensive.
July 13, 2026
Malaysian SMEs do not need a grand AI policy before they start delivering value, but they do need a production governance model before customer data, staff knowledge, and business decisions start flowing through third-party models.
July 10, 2026
AI pilots usually do not die because people stop believing in the idea. They stall because the team discovers, too late, that production requires ownership, integration, fallback, monitoring, and governance the pilot never had.
July 03, 2026
