
The LLM Era Changed How B2B Decision-Makers Purchase, and It’s Time Marketing Caught Up
94% of B2B buyers use LLMs to research vendors. By the time they reach out, the

94% of B2B buyers use LLMs to research vendors. By the time they reach out, the

Sales engagement platforms promise pipeline. Most teams get automated noise instead. What precisely separates the platforms

B2B buyers Google you before they email you. What they find decides whether they ever do.

B2B conversion rates are meant to be broken. Not adhered to. Be aware of what the

Leads need to be defined, and without that definition no amount of qualification is going to

Email converts at 19.3%. LinkedIn converts at 3%. The same channel can look brilliant or broken