I'm not necessarily against fixed bid work; I do a bit of both depending on the situation. However, fear of being stuck at a particular rate isn't a good reason to avoid hourly billing.

I've raised my rates at least a dozen times over the past decade, and not a single client has complained. It just requires clear communication and a reasonable ~month's warning.