The Premier League giants have sacked Mauricio Pochettino after one year in charge.
The Argentine reached a cup final, a cup semi final, and sixth in the Premier League.
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The Guardian says that Brentford's Thomas Frank and Burnley's Vincent Kompany are candidates.
In addition, The Telegraph adds that Stuttgart manager Sebastian Hoeness, Girona's Michel, Ipswich's Kieran McKenna and Leicester's Enzo Maresca are leading contenders.
The Blues will have to do a lot of thinking about who they turn to in the coming weeks.