On 9 September 2002, she reached her best singles ranking of world number 190.
On 15 September 2003, she peaked at world number 163 in the doubles rankings.
Playing for Bulgaria at the Fed Cup, Geznenge has a win–loss record of 5–2.Geznenge retired from tennis 2006.