Football.London says the Gunners are weighing up meeting Willams' buyout clause this summer.
Williams can leave Athletic for a fee of 40m.
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And Arsenal will seek a swift deal, aiming to do the bulk of their transfer business before their preseason begins in January.
Williams is also being tracked by Barcelona.