According to the developers, beside the AOSP software itself, there seems to also be hardware requirements that only the Pixel satisfies.

https://grapheneos.org/faq#future-devices

As a large company, they are probably targeted through their devices and since they have the means, it does make sense that the Pixel devices have high security standards compared to other OEMs.