The best way to find a cheap fare is to book your ticket as far in advance as you can and to avoid traveling at rush hour.
Find all the dates and times for this journey
9 h 40 m
10 h 58 m
Buses per day
Of the 5 buses that leave Bordeaux for Annecy every day 5 travel direct so it’s quite easy to avoid journeys where you’ll have to change along the way.
Here are some other resources that might have the information you need