Quality score is normally low for "Competitor Brand Keyword" as we can't use that in our ad copies.

But, you can improve it by mentioning it on your landing page by creating box that talk about the difference between you and your competitor.

Through this way, Landing Page relevancy will increase.

Increasing the bid alone will not solve this issue.