Analysis of more than $150 million in ad spend shows early LinkedIn engagement and broader buying-group participation are linked to stronger B2B pipeline outcomes

Factors.ai, an AI-powered account-based marketing and attribution platform, has released findings from its latest report, “From Benchmarks to Blueprints: The LinkedIn Revenue Engine for B2B.” The research examines how B2B buyers engage before opportunities formally appear in CRM systems and identifies patterns associated with pipeline performance.

The analysis of more than $150 million in advertising spend found that LinkedIn generated a reported 1.6x return on ad spend, compared with 1.18x for Google. Deals sourced from LinkedIn were also 34% larger on average.

Companies combining paid and organic LinkedIn activity recorded win rates 10.8 percentage points higher than the baseline, according to the report.

Buyer Engagement Starts Before CRM Opportunities

Traditional B2B reporting often defines the buying cycle from the moment an opportunity is created in a CRM. Factors.ai’s analysis suggests that meaningful buyer activity can begin much earlier.

The research found that sustained LinkedIn engagement began an average of 124 days before a deal was created.

This indicates that significant portions of the buying journey can take place before sales teams formally identify an opportunity in their CRM.

The report also examines how engagement develops across different members of a buying group and how broader participation relates to pipeline outcomes.

More Buying-Group Engagement Linked to Higher Win Rates

The research found a relationship between the number of engaged contacts and deal outcomes.

Accounts with six or more contacts engaged before deal creation recorded a 17.1 percentage-point increase in pipeline win rate compared with accounts where only one contact was engaged.

Role diversity also showed a notable relationship with outcomes. Deals involving an end user, influencer and technical evaluator recorded a 22-percentage-point lift, representing the strongest role-based result identified in the analysis.

These findings highlight the importance of engaging multiple stakeholders rather than relying on a single contact within an account.

Disengagement Contributes to Lost Deal Value

Factors.ai also analyzed documented reasons behind lost opportunities.

The research found that accounts going inactive, buying groups failing to reach a decision and sales teams losing access to the appropriate decision-maker together represented 27.1% of documented lost deal value.

For comparison, competition accounted for 19.3%, while product gaps represented 13.5% of lost deal value.

The findings suggest that maintaining engagement across the buying group can be an important factor throughout the longer B2B decision-making process.

Research Based on Thousands of B2B Deals

“Last year, we published our LinkedIn benchmark report to understand how B2B marketing was changing and what high-performing teams were doing differently,” said Praveen Das, Co-Founder and CMO at Factors.ai.

“This year, we wanted to take that analysis a step further and look at what happens across the buyer journey itself: when engagement begins, how it expands across the buying group, and which patterns are associated with stronger pipeline outcomes.”

The findings are based on proprietary, anonymized Factors.ai platform data across two datasets.

The first dataset includes more than 850 B2B companies representing over $150 million in LinkedIn advertising spend. The second covers more than 50,000 closed deals, representing over $5 billion in deal value, from more than 100 B2B companies that had integrated their CRM systems with Factors.ai.

Together, the datasets provide a view of B2B engagement patterns both before opportunities enter the CRM and through the eventual deal outcome.