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Sunday, 1 November 2026 Business · World · Analysis
THE BUSINESS TIME
ARGONAUTS MEDIA GROUP®
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Business

The real test of AI services is repeatable customer value

Investors are moving beyond prototypes; clients need measurable results.

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Original editorial analysis. Investors are moving beyond prototypes; clients need measurable results.

The context

Technology founders are discovering that the distance between a compelling demo and a reliable business service can be substantial. Procurement teams are no longer satisfied by a list of features or a promise of transformation.

Our analysis

For a small business, a useful system should shorten a defined process, reduce error, improve customer service or release working capital. The proper comparison is with the full cost of the task today, including correction and supervision. Asking these questions creates a discipline that marketing demonstrations cannot supply.

What to watch

Before signing a long-term contract, request a limited pilot with agreed success criteria, a data-export route and an explanation of human accountability.

Source context: My Company Polska | Katarzyna Krogulec | 16 Oct 2026. The analysis and wording above are original to THE BUSINESS TIME. Refer to the linked publication for the underlying report; this is not a reproduction or an independently conducted interview.

Corrections & responses

We assess factual corrections and substantive responses. Verified changes are reflected in our reporting.

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