Evidence
The numbers behind trusted networks.
Every claim on this page has a named source. At the bottom, you will also find the numbers we refuse to use, and why. We think publishing that list matters as much as publishing the evidence.
The gap
The starting fact is about you, not about markets. Decades of research on human social capacity converge on the same figure: a person maintains roughly 150 stable relationships. Not because of discipline or tools, but because that is the cognitive ceiling.
The number of stable relationships a human mind maintains.
Robin Dunbar, University of Oxford
If you have built a professional network of 3,000, 5,000, or 10,000 relationships, the arithmetic is unavoidable: more than 95% of what you built sits beyond the reach of your own memory. That is the asset with no system. Everything else on this page is about what that unmanaged asset is worth.
What warm paths are worth
The most careful study we know of on referred relationships followed roughly 10,000 customers of a German retail bank for almost three years, comparing customers acquired through referral against comparable customers acquired through other channels.
One-fifth of the workweek is spent searching for information and the right people.
McKinsey Global Institute
Counting the lower cost of acquiring them, the value gap rises to roughly 25%.
Schmitt, Skiera, Van den Bulte, Journal of Marketing, 2011
Referred customers were 18% less likely to churn.
Same study
The mechanism matters more than the numbers. A relationship that arrives through someone both sides trust starts with context, fit, and accountability already in place. The study priced what every experienced operator already knows: the warm path is not a nicer version of the cold one. It is a different asset class.
Why warm beats cold
Of people trust recommendations from people they know over any form of advertising.
Nielsen, Global Trust in Advertising
Of B2B marketing executives rank word of mouth and peer recommendation as the most influential factor in vendor consideration.
Wynter, B2B Software Buying Study, 2024
As automated outreach floods every channel, the trust premium widens. The scarce signal is no longer reach. It is a person you know saying a name you should know.
Framing math
The following are not studies. They are honest arithmetic, and we label them as such.
Framing math
You built 5,000 relationships. A mind holds about 150. Between those two numbers sits an asset nobody is managing.
Framing math
If 3% of your network is a relationship worth reviving this quarter, that is 150 warm conversations already sitting in your history.
Framing math
One remembered introduction to the right investor, buyer, or partner pays for years of keeping the memory that surfaced it.
The relational age
The macro trend runs in one direction. As AI absorbs analysis and floods every outreach channel, researchers argue that the defining human skill of the coming decades is relational intelligence: the capacity to build trust, navigate difference, and create meaning with others. Stanford Social Innovation Review devoted a Spring 2026 feature to it, naming relational intelligence “the next great frontier of human development.”
The year the US Surgeon General declared loneliness a public health epidemic, with a health toll compared to smoking 15 cigarettes a day.
Office of the US Surgeon General, via Stanford Social Innovation Review, 2026
The decline in teenagers' face-to-face socializing between 2003 and 2022, one review found.
Cited in Stanford Social Innovation Review, Spring 2026
The conclusion we draw is narrow and specific. Relational skill is rising in value precisely because it is getting rarer, and a skill needs a system to grow. That is what a companion is for: not to relate on your behalf, but to make you more intentional, more proactive, and better at forming, maintaining, and growing the relationships you choose. The same feature proposes a test for whether technology helps or harms: bridges, not buffers; augmentation over automation; success measured by more human contact, not less. We agree, and we build to it.
Numbers we refuse to use
You will find bigger numbers on other sites in this category: that 85% of deals close through trusted relationships, that warm introductions close five times higher, that high-trust companies return 286% more to shareholders. Some of these may even be true. We have not been able to trace them to a primary source we would stand behind, so they do not appear in our material.
“85% of deals close through trusted relationships”
No primary source located.
“5× higher close rate via warm introduction”
Circulated without study, sample, or year.
“286% higher shareholder returns for high-trust companies”
Attributed variously; primary methodology unclear.
“Cold outreach conversion dropped 60% in five years”
No traceable dataset.
If a primary source for any of these surfaces, we will evaluate it and, if it holds, add it above with attribution. Until then, the smaller sourced number beats the larger unsourced one. We build a memory people trust with their most valuable asset. That standard has to start on our own website.
Sources
Dunbar, R. Social capacity research, University of Oxford.
Schmitt, P., Skiera, B., Van den Bulte, C. “Referral Programs and Customer Value.” Journal of Marketing, Vol. 75 (2011), pp. 46 to 59.
Nielsen. Global Trust in Advertising survey.
Wynter. B2B Software Buying Study, 2024.
Hau, I. “Welcome to the Era of Relational Intelligence.” Stanford Social Innovation Review, Spring 2026.