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Section 10 · Human Sales Team Superpowers

10.4Pre-call briefing

Built in the POC
No.
10.4
DMA's reference
Decision Book p.23
Phase
Phase 1
Autonomy
L3 · Act within rules
DMA's decision
Yes

What DMA asked for · Decision Book p.23

A 60-second summary before a call: the company, its history, the opportunity, likely objections and what to ask.

Why it matters to DMA: Reps walk in prepared instead of cold, which directly improves the close rate.

In our words, from DMA's Product Decision Book v3, page 23.

How we do it

  • In the team workspace, anyone can ask for a brief on an account in plain words. It comes back from the bridge database: who they are, the deals and their stages, the people, the latest notes, the score and why, the next best action, and what could make it wrong.
  • It reads only through narrow tools, and a rep only gets accounts they own. Numbers are copied from the database, never worked out by the AI.
  • For a call booked from the website, the host's alert already carries the score, the company, the site and the three fixes the AI shared. DMA's book asks for this and the Section 20 research brief to be consolidated; the POC has one account brief for both.

The flow

It plays on its own while it's on screen; hover or use the controls to pause or step through.

Rep asks"brief me on Northside"Team workspaceDMA AIBrief toolread-only, rep-scopedBridge databasetwin, score, notes60-second briefin plain words
Step 1 of 3

The rep asks

In plain words, before the call.

  • Person
  • Screen
  • Rule in code
  • Stored data

Where the data goes

The same six stages on every page. Nothing reaches Nutshell except through the write gate.

  1. 1Team workspace

    Source

    The rep's question.

  2. 2Sync

    Copies Nutshell changes into the bridge database

    Keeps the mirror current.

  3. 3Bridge database

    A copy of the CRM data, plus what the AI works out

    The account twin, score, facts and notes.

  4. 4AI

    Claude models, only through DMA's own gateway

    Writes the brief from what the tool returns.

  5. 5Write gate

    The only way back into Nutshell: checked, approved when needed, sent once

    Not involved: a brief only reads.

  6. 6Nutshell

    The system of record

    Links back to the record.

The tables behind it

Drawn from the POC's database catalogue: structure only, no data.

ai.account_twinPKaccount_iduuidPKtwin_versionintegerlifecycle_statetexttiertextnbatextIDprompt_iduuidgenerated_attimestamp+ 9 more columnsai.scoresPKiduuidscoresmallinttiertextnba_rationaletextcounter_evidencetextIDprompt_iduuid+ 14 more columnsai.extracted_factsPKiduuidfact_keytextevidence_quotetextstatustextIDprompt_iduuid+ 10 more columns

PK primary keyFK reference the database enforces (solid line)ID reference kept by id (dashed line)

TableWhat it holdsColumns
ai.account_twinThe account's current picture: deals, people, timeline, score.16
ai.scoresThe score, reasons and doubts the brief quotes.20
ai.extracted_factsFacts from the notes, with their quotes.15
How the tables connect (3)
ColumnPoints toKept by
ai.account_twin.prompt_idagent.promptsThe application (by id)
ai.scores.prompt_idagent.promptsThe application (by id)
ai.extracted_facts.prompt_idagent.promptsThe application (by id)

Worked example

Synthetic demo data: every name, business and number is made up.

The brief for Northside Dental Group (synthetic).

Brief

Who
Northside Dental Group · former client · Tier A (85)
History
Moved their SEO to BlueFin; about $15,000 a month on SEO
Opportunity
Their BlueFin contract ends March 2027; they said to call in Q1
Likely objection
The pricing issue that drove them away
Next action
Win-back email to Dana

In the running POC

localhost:13313/c/…
The team workspace ("DMA AI"): an account brief on request.

The team workspace ("DMA AI"): an account brief on request.

  1. 1The question, in plain words.
  2. 2The brief, from the bridge database.

Team workspace (LibreChat, branded DMA AI) · account brief. Captured from the running POC on September 25, 2026; synthetic data.

See it live

Opens the exact screen in the running POC, in a new tab.

OpenWhereWhat to try
AccountsDMA AI dashboardEvery account's brief, facts and next action.

Status

Built in the POC

Built in the POC. This capability runs in the POC today, on synthetic data, end to end.

10.4 Pre-call briefing · DMA AI proof