As Papa Sweet noted, all arrangements end eventually. So this is a good discussion to have right now.
Papa gave you some strategies to consider. I will aim a bit more strategic by outlining some ideas on how to get out gracefully.
1. Always make it about you, never her. Whatever reason you present, make sure it's some issue that prevents you from continuing, and never something "wrong" with her. She can't/won't get defensive if you don't get offensive by saying she's boring, not sexy enough, too flakey, etc. No, you have an issue that only you can address.
2. Try to never burn bridges. You never know when things might change. She may reach out to you down the road and ask for a one-off. Or you may decide, after looking for replacements, that she is the best option after all. In addition, ensuring that you part as friends (or at least not as enemies) greatly reduces the risk of her trying to burn you later.
3. I generally don't like the idea of "severance," though I admit I have paid it in the past. If you feel it will help ease her out of the arrangement, consider keeping the amount reasonable. Now what's reasonable will vary a lot based on your budget, her current allowance, your lost opportunity costs of paying funds that could be used for other things (like a new SB), etc. I'd advise evaluating how much pain she will suffer without your funds. If you are paying her monthly rent, then she may find it difficult to replace that much cash in less than 30-60 days. But if you are just covering her "fun money" (for shopping, make up, drinks with the girls, etc.), then her actual pain is minor and she will probably be ok if it takes her 1-3 months to find a new SD.
Final note on this, consider if you want to give her a lump sum payout, or pay over time. I was paying 75% of the rent for an SB back in 2019. When I broke up with her, I continued to make the next 2 partial rent payments. That worked out well and we are still friends today (As evidenced by the lack of slashed tires on my car and the lack of arson fires started on my house. LOL).
4. As much as possible, do not lie. Exaggerate if you must. But try to avoid lying. As you said, she knows your RW info. So how hard would it be for her to try to verify your claims? Better to let her find crumbs that support your story and let her assume you were trustful, then making it easy for her to call BS on you.
Please let us know how you handled it, and how it went. We can all learn from each other's experiences.
Life is good
The Cat