![CitationLab card reading Why a citation checker should not be an LLM, with the Ref[In] mark and its expansion REFerence [IN]tegrity](https://i0.wp.com/dreamdrivedigital.com/wp-content/uploads/2026/08/1176-why-citation-checking-deterministic.png?fit=768%2C403&ssl=1)
Why a Citation Checker Should Not Be an LLM
The obvious way to check citations with AI is to ask a model whether they match. It is also the wrong way. Why reference checking has to be deterministic — and where AI genuinely belongs.
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How AI and Data Analytics Are Reshaping GCC Market Research
From synthetic panels to real-time social listening — a practitioner’s guide to deploying AI in GCC market research without sacrificing validity, ethics, or cultural nuance.
