New Data Reveals Whether Intent Signals Improve Librarian Email Conversions | InfoGlobalData

What Recent B2B Buyer Research Says About Timing

Buyers Often Decide Before Speaking With Sales

The strongest evidence for intent-led outreach comes from broader B2B buyer research.

6sense's 2025 Buyer Experience Report found that buyers contacted sellers at approximately 61% of the way through their purchasing journey, compared with about 69% in previous years. The report describes this as a shift of roughly six to seven weeks earlier.

Yet earlier contact does not mean buyers are becoming more receptive to random outreach.

The same study found that 94% of buying groups had already ranked their preferred vendors before engaging sellers, and the preliminary favorite became the final winner 77% of the time. Buyers also initiated 79% of first engagements.

This suggests that an effective librarian campaign should not focus exclusively on increasing email volume. It should attempt to identify accounts earlier in the research process and provide information that helps establish credibility before a purchasing conversation begins.

Intent Is More Useful as a Prioritization Signal

The research supports treating intent as a prioritization mechanism rather than a guaranteed conversion trigger.

6sense's 2025 research notes that third-party intent data can act as an early indicator that an organization's research process has begun. It also emphasizes combining intent with firmographic, technographic, hiring, funding, and buying-group information to determine whether an account is actually relevant.

For a Librarian Mailing List, this means a simple scoring model can be more useful than sending identical campaigns to every contact.

For example: