Harrowgate Analytics, which sells supply chain visibility software, ran four executive dinners and tracked who actually accepted. Ranked by relationship tier, a Cold invitation was accepted 12.5% of the time, a Warm-Contact 36.4%, a Customer Champion 58.3%, and a Strong Personal Tie 66.7%, a 5.3x spread. Ranked by fit alone, the same four dinners moved only 1.2x: 36.8% for a high-fit contact against 30.8% for a medium-fit one. Peer recommendations already influence more than 90% of B2B buying decisions; a sixteen-seat dinner runs on the same mechanism at a smaller scale.
The same principle extends to who sends the invitation. A relationship tier belongs to a specific tie between two people, not to the account, and the assigned account owner is often not the person who holds the strongest one. Before a single invitation goes out, this pack checks every fit-qualified contact against the whole host roster, account owner, customer champion, solutions engineer, or executive. It assigns the invitation to whoever actually has the closest tie, then has that person send it in their own voice rather than a shared template.
On Harrowgate's Chicago dinner, the fit-qualified pool held thirty-four contacts for sixteen seats. Ranking by fit alone would have filled the room in roughly the pool's own proportions and predicted a 30.6% acceptance rate. Ranking by relationship tier and matching each invitee to their best-tie host produced an actual 56.3% rate on the same pool, and eight of sixteen seats produced a real conversation. The event and conference pack runs the same per-channel logic for a trade show floor; this one runs it for a room small enough that who asks decides who comes.