Interim manager Rafael Benitez admitted Chelsea had thrown away the chance of a victory over Southampton by failing to kill off the game when they were on top.
Chelsea led 2-0 at half-time, courtesy of goals from Demba Ba and Eden Hazard, and appeared to be cruising to a first home win since before Christmas.
''We should have won,'' Benitez said.
''We didn't take out chances when we had them. I said we would have to be more clinical and today was the same.
''We had situations where we could score. We didn't and they broke on a counter-attack. We gave them hope they could score and they did it.
''I was talking to the team at half-time, trying to say 'we have to score a third goal'.
''I think for us we cannot be happy drawing at home. I am disappointed.
''When you know your players and what they can do it is disappointing.
''We have to think how we can improve for the next one.''
''We know Chelsea are a good side. We knew if we opened up the space they have players who can hurt you,'' Adkins said.
''We came with a game-plan to be compact and frustrate the opposition. It was a big call to leave Rickie Lambert out but we wanted to make sure we were in the game.
''At half-time it was 2-0 and I said, 'stick to the game-plan'. If we had gone and chased it there was every chance we could have ended up with a scoreline like Aston Villa, who conceded eight here.
''We stuck at it. Rickie came on and scored the goal and what a fantastic goal it was for the second one.
''Not many teams will come back from two goals down against Chelsea.''
Adkins said he had no updates on Southampton's pursuit of Norwegian defender Vegard Forren and he had no knowledge of reports that he was in the crowd at Stamford Bridge.