Content Type: Article

  • A score that had not moved in quarters, up seven points in six months

    A service level that has been flat for four quarters is rarely a staffing problem alone. It is usually three problems arriving together: a forecast nobody trusts, a schedule built around the forecast, and a quality review that runs too late to change either.

    We start with the forecast because everything downstream inherits its errors. Once intervals are accurate, scheduling becomes a planning exercise rather than a daily rescue.

    Quality is the part most operations leave until last. Reviewing calls weekly, against the handful of behaviours that actually move the score, closes the loop.

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  • What a COPC audit actually measures — and why buyers should ask

    Procurement teams see the certification on a proposal and treat it as a yes or no. It is more useful read as a description of how an operation is run.

    An audit examines the management system, not a single result: how targets are set, how performance is reviewed, and what happens when a metric moves the wrong way.

    [DRAFT: replace with the final article text before launch.]

  • Where a chatbot stops paying for itself in Arabic-first service

    Deflection rate is the number most chatbot business cases are built on, and it is the number most likely to flatter the result.

    In Arabic-first service, dialect coverage and code-switching between Arabic and English change the economics. Intents that look simple in English fragment into several real intents.

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  • Outsourcing inside government procurement rules: the practical route

    Most delays in public sector outsourcing are not commercial disagreements. They are documents requested late in a process that could have been prepared at the start.

    This piece sets out what is usually required, in the order it is usually asked for.

    [DRAFT: replace with the final article text before launch.]