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Articles, use cases and explainers from KapCus on enterprise technology and transformation delivery.
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Applied AI in the contact centre: start where you can measure, not where it's exciting

Every contact-centre leader has now sat through the demo. A bot answers a tricky question flawlessly, a live transcript summarizes itself, a dashboard lights up with sentiment scores. The demo is real. The disappointment that follows six months later is also real, and it usually has nothing to do with the technology being bad. Applied AI in customer operations fails for a boring reason: teams start with the most impressive use case instead of the most measurable one. The impressive use case, full customer-facing automation, is the hardest to get right, the riskiest to the brand, and the slowest to show a number the CFO believes. So the programme stalls right where it needed proof.

10 August 2026·2 min readRead

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Perspective3 min

Why a technology-agnostic approach matters for enterprise transformation

Many of enterprise technology decisions in Indonesia are made backwards. A platform is chosen first, often the one a trusted vendor is already selling into the account, or the one a regional headquarters has standardized on, and the business problem is then reshaped to fit what that platform does well. Everyone in the room knows this is happening. Nobody says it, because the decision is usually a procurement decision wearing the costume of a strategy decision. "Technology-agnostic" gets used as a reassuring slogan against this. It shouldn't be a slogan. Done properly, it is a discipline with a cost, and that cost is exactly why it's worth insisting on.

1 January 2026

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