By the time a B2B opportunity appears in your CRM, the buying process may already have been underway for months.
New research from LinkedIn Marketing Partner Factors.ai, published and highlighted by LinkedIn, found that sustained LinkedIn engagement begins around 124 days before a deal appears in the CRM.
For businesses treating their LinkedIn® Company Page primarily as somewhere to publish posts, that is worth paying attention to.
TL;DR: Factors.ai analysed two large datasets covering 850+ LinkedIn advertisers, more than $150 million in LinkedIn ad spend, and 50,000+ closed deals worth over $5 billion. The research found sustained LinkedIn engagement beginning 124 days before deal creation, while engaging more members of the buying group was associated with higher win rates. LinkedIn’s interpretation also explicitly connects paid activity, executive thought leadership and Company Page visits. The implication for B2B companies is straightforward: buyers can encounter and assess your LinkedIn presence long before they identify themselves as an opportunity.
The buying journey can start months before sales sees it
CRM systems are very good at recording an opportunity once it exists. They are less useful for showing everything that happened before somebody became identifiable as an opportunity.
According to Factors.ai, sustained LinkedIn engagement begins an average of 124 days before a deal is created in the CRM. During that period, buyers may be researching suppliers, comparing alternatives, reading content and building familiarity with organisations before a sales team knows an active opportunity exists.
That matters because the visible sales cycle is not necessarily the beginning of the buying journey. By the time somebody fills in a form or requests a demonstration, opinions may already have been forming for months.
Buying committees matter too
The research also examined how broadly companies engage the people involved in B2B buying decisions.
Factors.ai found that engaging six or more contacts before a deal is created was associated with a 17 percentage-point increase in win rate. Engaging three or more additional contacts during the active sales cycle was associated with a further 16-point increase.
Those figures should be read as associations within the analysed data, not as proof that simply reaching a prescribed number of people causes a deal to be won. But they reinforce an important reality of B2B purchasing: the person who eventually speaks to sales is rarely the only person forming an opinion about the supplier.
Where the LinkedIn® Company Page fits
This is where the research becomes particularly relevant to Company Pages.
In its own article interpreting the Factors.ai findings, LinkedIn describes a buyer seeing an advertisement and then visiting the company’s LinkedIn Company Page. It also describes executive thought leadership, organic activity and paid activity as connected touchpoints rather than isolated channels.
That is a much more useful way to think about a Company Page.
A prospective buyer does not need to follow your Page, like a post or complete a lead form for the Page to influence their perception of the business. They may arrive because they have seen an advert, encountered an employee, read something from an executive, searched for the company or simply wanted to establish whether the organisation looks credible.
In other words, the Company Page can be part of the infrastructure a buyer uses to assess you before you know they are buying.
Organic and paid activity are not separate experiences for the buyer
Factors.ai also reports that companies combining LinkedIn Ads with organic LinkedIn activity achieved 2.4× higher win rates than companies using paid activity alone within its analysis.
Again, that should not be treated as proof that adding organic posts will automatically multiply a company’s win rate. Different organisations, campaigns and buying environments will have other factors at work.
What is useful is the behaviour behind the finding. Buyers move between touchpoints. They do not experience your advertising department, Company Page, executives and employees as separate marketing channels. They experience the organisation.
If an advert creates interest and somebody subsequently visits the Company Page, the quality of that Page becomes part of the experience created by the advertising investment.
This is reputation infrastructure, not just social media performance
For Leaders Social, this is the most important implication of the research.
The value of a LinkedIn® Company Page cannot be judged solely by follower growth, impressions, reactions or the performance of individual posts. Those metrics can tell you something about distribution and engagement, but they cannot capture every occasion on which a buyer quietly uses the Page to assess the organisation.
If meaningful buying activity can begin four months before an opportunity reaches the CRM, businesses need to consider what prospective buyers encounter during that invisible period.
Is the Company Page complete and current? Does it explain the business clearly? Does its content demonstrate expertise? Do the people associated with the company reinforce the same reputation? And if somebody arrives after seeing paid activity, does the organic presence support the promise that brought them there?
That is why we describe a well-managed LinkedIn® presence as reputation infrastructure. It is there when people go looking, including when you do not yet know they are looking.
About the research
The underlying research was conducted by Factors.ai, a LinkedIn Marketing Partner. LinkedIn did not conduct the underlying analysis, so the findings should be attributed to Factors.ai rather than described as “LinkedIn research”.
Factors.ai says its report draws on two datasets: analysis of 850+ LinkedIn advertisers and more than $150 million in LinkedIn ad spend, alongside CRM-connected analysis from 100+ B2B companies involving 50,000+ closed deals worth more than $5 billion. LinkedIn published its own article on 24 September 2026 interpreting and highlighting the findings.
Sources
LinkedIn Marketing — The Biggest B2B Marketing Mistake? Reaching Too Few, Too Late
Factors.ai — From Benchmarks to Blueprints: The LinkedIn Revenue Engine for B2B

