B2B Buyers Research for 124 Days Before Talking to Sales — and Deals Are Won Before the CRM Knows They Exist
LinkedIn published new guidance for B2B marketers on September 24, 2026, built on a Factors.ai report covering more than 50,000 closed deals at 850 B2B organizations. The headline number: buying groups spend roughly 124 days exploring solutions before they speak to a seller.
The other findings are about who gets reached, not just when. Reaching six or more contacts at an account before a deal is created in the CRM was associated with a 17-percentage-point lift in win rates; engaging three or more additional contacts once the deal was active added another 16 points. Yet 76% of LinkedIn ad spend targets director-level roles, which the report flags as a blind spot given how many people shape the decision. Companies running LinkedIn Ads alongside organic LinkedIn activity saw win rates 2.4 times higher than those running paid campaigns alone.
LinkedIn's recommendation from the data: run longer campaigns, target a broader range of job roles, and keep organic activity consistent alongside paid.
Read the source before the headline
Two caveats. Factors.ai sells attribution software, and LinkedIn sells the ads the report recommends buying more of. Neither makes the data wrong, but both benefit from the conclusion. The figures are also correlations: accounts where six people were reached may simply have been more engaged to begin with.
Why it matters
If buyers spend four months researching before raising a hand, the traditional outbound trigger — a demo request, a form fill, a booked meeting — arrives at the end of the journey, not the start. By then the shortlist exists. The 124 days are what the dark funnel looks like when someone finally measures it.
The multi-contact finding is the one SDR teams can act on. Win rates moved with pre-opportunity reach across the buying committee, and most teams cannot see that committee until someone books a call.
Where the 124 days leave a trace
Most research in that window is invisible: reading, comparing, asking peers. Some of it shows up on LinkedIn — a director and two managers from the same account reacting to or commenting on your team's posts over a few weeks. That pattern is the committee surfacing before the account exists in your CRM. LinkedIn engagement signals explain what to watch for; the process for converting engagement into pipeline covers what to do next.
The practical read: don't wait for the hand-raise, and don't wait for the director. When several people at one account engage within a short window, start multi-threading — while you are still inside the 124 days, not after them.
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Sources: Social Media Today, "LinkedIn shares insights into key B2B buying behaviors" (September 24, 2026); LinkedIn Marketing Blog research post citing Factors.ai's LinkedIn benchmarks report.