AEOS
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DPTDepartment Memory
Department MemoryConstraint

A deal with one contact is not in the forecast, whatever the stage

Single-threaded deals closed at less than half the rate of multi-threaded ones across 180 closed deals.

VerifiedConfirmed against the source by a named reviewer.

The record

The win/loss dataset is unambiguous: a deal with exactly one named contact converts at well under half the rate of one with two or more, and the losses cluster on the contact leaving or going quiet. Single-threaded deals stay in the pipeline and out of the committed forecast until a second contact is named, no matter how advanced the stage looks.

Applies to

Company
All companies
Department
Sales
Agent
No single agent

How one department works, and what it learned the hard way. Readable by: That department's roster.

Provenance

Win/loss dataset, 180 closed deals

Document · human in the loop

Recorded by
Sales Manager
First learned
24 Jun 2026
Last updated
27 Jul 2026

Index state

Not embedded
Index
dept-sales
Vector id
Model
Indexed at
Rank weight
1.20

No vector store is connected, so this record has no embedding. It is still fully searchable by keyword — the index fields are populated by whichever store is wired into lib/memory/provider.ts.