The Frenchman struck just past the hour mark to spare his side's blushes, while Daniele Bonera saw red late on as Milan's struggles continue
Jeremy Menez was AC Milan's saviour after his second half strike clinched a 2-2 draw away to Sampdoria on Saturday night.
Stephan El-Shaarawy ended his 622-day wait to find the back of the net as he put Filippo Inzaghi's side ahead early on at the Stadio Luigi Ferraris on Saturday, but their high-flying hosts replied on the stroke of half-time through Stefano Okaka.
Eder then put them in front almost immediately after the restart, before Milan were awarded a dubious penalty after 65 minutes – which was calmly tucked away by Menez.
Despite a frantic climax to the game, which included Daniele Bonera being sent off for a second booking for the visitors late on, both sides lacked the cutting edge to snatch a winner - although Diego Lopez was called upon to make a fantastic save in the closing minutes to deny Roberto Soriano a Sampdoria winner.
Milan have made an indifferent start to 2014/15, and they headed to Genoa without a win in their previous three Serie A matches.
Inzaghi restored El-Shaarawy to the starting line-up in place of Fernando Torres and the Italy forward repaid his coach's faith after just 10 minutes when he put the visitors ahead with a superb solo effort.
He broke clear of the Sampdoria defence down the left flank after linking up with Menez, before cutting inside onto his right before and curling a shot into the bottom corner.
Sampdoria - still unbeaten at home all season - struggled to gain a foothold in the game, with Michael Essien and Nigel de Jong controlling the tempo for the visitors.
Sinisa Mihajlovic's side became increasingly frustrated by Milan's dogged tactics, with forward Okaka having two firm penalty claims waved away by the referee.
However, they levelled things up just before the break when Okaka latched on to Manolo Gabbiadini's delightful cross from the left and tucked a shot away from close range.
Suddenly, Sampdoria had burst into life and they took a deserved lead six minutes into the second period when sloppy Milan defending allowed Eder to bundle the ball home from inside the six-yard box.
The Brazilian stole in unmarked to notch his second of the season after Pedro Obiang's thunderous header had rebounded off the post following a well-worked corner routine.
From there, they looked set to go on and step up the tempo, but Milan were back in the game soon afterwards - albeit controversially as the referee deemed that Menez's cross had caught the hand of a Sampdoria defender.
Frenchman Menez, who arrived at San Siro in the summer from Paris Saint Germain, took the resulting spot-kick, sending Sampdoria goalkeeper Sergio Romero the wrong way.
That gave Milan the impetus, with El-Shaarawy and Menez becoming increasingly prominent in the attacking third as the half wore on.
The visitors were on top heading into the final period, with Giacomo Bonaventura going close with a venomous drilled effort.
But their hopes of a late winner were hit in the 85th minute when captain Bonera received a second yellow for impeding Okaka just outside the area.
Sampdoria could not make their numerical advantage pay however, and Milan hung on to claim a valuable away point.