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The Evidence

Six research articles. Six operating philosophies. Each one documents a structural shift in how B2B buyers discover, evaluate, and choose vendors. The value is in the perspective and the evidence behind it, whether or not you ever use Vurbalize.

Point of View Manifesto

The Ask Economy Has Replaced the Read Economy

900 million weekly ChatGPT users. 94% of B2B buying groups use LLMs during evaluation. The behavioral shift is structural, not marginal. Your website was built for readers. Your buyers are askers.

900Mweekly active ChatGPT users reshaping how buyers research vendors
Read the manifesto
Category Problem Critique

Your Data Stack Is Expensive. Your Website Ignores It.

Martech utilization dropped to 49%. Your ABM platform identifies target accounts. Your chat tool says "Hi, how can I help?" The gap between intelligence and engagement is where pipeline leaks.

49%martech utilization in 2025, down from 58% in 2020
Read the critique
Research / Benchmark Report

What 10,000 Website Conversations Reveal About B2B Qualification

Visitors who reach 8 to 10 exchanges convert at 6.2x the rate of single-interaction visitors. Statistically validated with Spearman correlation and regression analysis across thousands of B2B conversations.

6.2xconversion rate for 8-10 exchange conversations vs. single interaction
Read the benchmark
Named Framework / Model

The Conversation Intelligence Flywheel

Third-party intent data is commoditized. First-party conversation data is not. This five-stage framework shows how buyer questions become content, content becomes AI citations, and citations become new conversations.

3.4xmore AI-channel traffic for early AEO adopters
Read the framework
Maturity Model / Diagnostic

The B2B Website Engagement Maturity Model

A joint CMO and CRO diagnostic. Three maturity levels, eight assessment questions. The gaps that matter most are the ones between functions, not within them. Take the assessment together.

74%of buying teams experience unhealthy conflict during decisions
Take the diagnostic
Executive Playbook

The CRO's Playbook for Continuous Revenue Orchestration

86% of B2B purchases stall during the buying process. The handoff chain is the root cause. A five-phase plan that works backward from a single test: zero context resets from first touch to first AE meeting.

86%of B2B purchases stall during the buying process
Read the playbook

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