The Key Takeaways From the B2B SAS Test

There's no statistically significant difference in this test between whether you have how did you hear about us on the field or whether you don't. The key learning for this company was that they ended up they did this in a certain region for the test after the test They've now rolled this field out across all of their global declared intent forms. And so again, just inviting people to If you're doing research that we'd love to collaborate I think I've fulfilled the promise of getting through that quickly and now would love to get into the AMA any people that have like Reactions or questions specific to this data would be great to start with then we can get into anything else.