GU10 bulbs are best treated like One Coat Plaster.
Buy them and then drop them, unopened, into the nearest skip.
We ditched our GU10 Kitchen light fittings for complete new units where I believe, the bulbs are integral and cannot be changed. Very long life though (they say)!!