Three players sold, three winless games and less than two weeks left to fix the issues in the transfer window - Leeds and Daniel Farke tend not to start seasons too well but they already face a challenging period in all departments.
Losing Crysencio Summerville and Archie Gray to the Premier League was challenging but manageable, but Brighton's £40m move for Georginio Rutter has put Farke's side in a tough situation.
Summerville - bought by West Ham - was last year's Championship Player of the Season but Rutter was deemed the standout player at Elland Road, the attacking midfielder who knitted together the attack no matter the combinations.
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Leeds do have Joel Piroe - scorer of 13 league goals last season - as a back-up in the 'second-striker' role behind the No 9, but Rutter's numbers led the way not just for the Whites but in the entire second tier.
Unlike Summerville who was supported by Willy Gnonto and Dan James in rotation, and Gray who was an impressive utility option, Rutter was the one Leeds player whose exact qualities are harder to replace.
It is such a seismic sale that even Farke withdrew Leeds' status as Championship favourites just five days into the new season.
"We know we are not there with the strength anymore as a big favourite," the Leeds boss said last week. It hugely contrasted from club legend Eddie Gray's statement of "favourites' tag justified" in the first week of the season.
Rutter's move to Brighton leaves Leeds not just short up front but short overall. Farke's side are now left with just 19 first-team players, worryingly adrift as the second tier's smallest squad.
And the depth of Leeds' squad was exposed in the Carabao Cup loss to Middlesbrough - who also put out somewhat of a second team but ran out 3-0 winners at Elland Road.
It was uncharacteristic from Farke's Leeds, who also conceded three at home to newly-promoted Portsmouth on the opening weekend of the season. That was the German's 50th league game as Leeds boss - his team have the second tier's lowest non-penalty expected goals against tally - but the start to this season has been leaky.
The defence improved in the goalless draw at West Brom, but six goals conceded in two games has become back-to-back attacking blanks against Boro and the Baggies. The loss of key attacking figures Summerville and Rutter is now being felt at the top end of the pitch.
It further shows the need for Leeds to bring in new bodies but it is proving tough work. Jonathan Rowe has been a major target in the transfer window to fill the lost bodies in attack, but the Championship side are close to losing the forward to French top-flight side Marseille.
Farke could go into the loan market but he prefers a permanent deal as those players would be "fully committed" according to the German. With many squads settled, trying to find a premium target may be challenging.
But after a disappointing start to the season, should Leeds be pressing the panic button? Of course not. Not yet at least. History would tell Leeds and Farke's critics not to taunt too early.
When Farke led Norwich City to his first Championship title in 2018-19, the German won just one out of his first six league matches in charge. It was one win in the first four at the start the 2020-21 campaign which saw Farke claim the trophy once again with the Canaries.
It was the same last season, Farke's first at Elland Road, as Leeds won just once in the first five games and twice come the first seven. Yet they rallied to go within one win away from the Premier League. Farke teams start slow then peak.
Leeds can also take promise from Brentford's promotion to the Premier League in 2021. Just like the Whites this year, Thomas Frank's side lost the play-off final to Fulham then sold Ollie Watkins and Said Benrahma to the top-flight. The Bees instantly went again and were a Premier League team after just one more Championship campaign - largely down to the signing of Ivan Toney.
Right now, Leeds need their Toney signing to light a spark amid a summer of concern. They arguably need two.
Currently, strikers Mateo Joseph and Patrick Bamford are supported by forwards Gnonto, James, Piroe, Brenden Aaronson and Joe Gelhardt. Most of those attackers divide opinion among the fanbase, while Gnonto's future is not exactly secure amid long-standing interest from Everton.
But they possess one of the greatest Championship managers there has ever been in Farke. One of only two managers with a better second-tier record is Marcelo Bielsa, the last manager who actually got Leeds out of the division.
However, the fact Burnley boss Scott Parker and Michael Carrick are also in the top five most successful Championship managers shows how competitive this year's challenge will be. And Leeds already know from last season how unforgiving the second tier is.
Despite a difficult summer, they still remain in capable hands. Yet while Farke knows too well that judgement on Leeds' season will come later, the next fortnight may be the biggest in their season.
Watch Leeds' next Championship fixture away at Sheffield Wednesday live on Sky Sports this Friday from 7.30pm, kick-off 8pm