AEOS
--:--:--
DPTDepartment Memory
Department MemoryInsight

Loss reasons captured after the fact are worthless — record them at close

Reconstructing reasons months later produced a distribution that contradicted the call recordings.

VerifiedConfirmed against the source by a named reviewer.

The record

The first pass at the win/loss dataset coded losses from memory and CRM notes. When the same deals were checked against recordings, the leading reason changed entirely — price had been over-reported and timing under-reported, because price is the easier thing to say. Loss reason is now a required field at close, recorded by whoever ran the last call.

Applies to

Company
All companies
Department
Research
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 build

Job run · unattended

logs/enterprise/job_1477.json

Recorded by
Ilaria Bosk
First learned
21 Jul 2026
Last updated
21 Jul 2026

Index state

Not embedded
Index
dept-research
Vector id
Model
Indexed at
Rank weight
1.00

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.