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Section 7 · Next Best Action for Every Lead

7.3Rep-specific priority list

Built in the POC
No.
7.3
DMA's reference
Decision Book p.19
Phase
Phase 1
Autonomy
L1 · Recommend
DMA's decision
Yes

What DMA asked for · Decision Book p.19

Each salesperson starts the day with the accounts most worth their time.

Why it matters to DMA: It makes every rep more productive without adding people.

In our words, from DMA's Product Decision Book v3, page 19.

How we do it

  • A rep signs in to the dashboard or the team workspace with their own account, linked to their Nutshell user.
  • The database itself limits what a rep can see to the accounts they own in Nutshell, and everything attached to them. This is enforced in the database, not in the screen, so no question or tool can reach another rep's accounts.
  • So the same Today list becomes each rep's own list: their revivable accounts in the same ranking order, each with its reason and one next action. In the team workspace, "what should I work on today?" returns the same list.
  • Owners, the president and managers see every account.

The flow

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

Rep signs inown accountDatabase scopeaccounts they ownSame rankingtier, score, valueTheir TodaydashboardTeam workspace"my list for today"
Step 1 of 5

A rep signs in

With their own login, linked to their Nutshell user.

  • Person
  • Rule in code
  • Screen

Where the data goes

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

  1. 1Nutshell owners

    Source

    Who owns each account in Nutshell.

  2. 2Sync

    Copies Nutshell changes into the bridge database

    Keeps ownership current in the mirror.

  3. 3Bridge database

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

    Row-level rules limit every read to the rep's own accounts.

  4. 4AI

    Claude models, only through DMA's own gateway

    Not involved in building the list.

  5. 5Write gate

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

    Not involved: the list only reads.

  6. 6Nutshell

    The system of record

    Ownership stays managed in Nutshell.

The tables behind it

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

ai.scoresPKiduuidscoresmallinttiertextnbatextnba_rationaletextIDprompt_iduuid+ 14 more columnsai.account_twinPKaccount_iduuidPKtwin_versionintegertiertextnbatextcontactablebooleanIDprompt_iduuid+ 10 more columns

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

TableWhat it holdsColumns
ai.scoresScores and actions; reads are limited to the rep's own accounts.20
ai.account_twinEach account's picture, under the same scope.16
How the tables connect (2)
ColumnPoints toKept by
ai.scores.prompt_idagent.promptsThe application (by id)
ai.account_twin.prompt_idagent.promptsThe application (by id)

Worked example

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

Two synthetic reps and their own top accounts from the same run.

Same run, two lists

RepTheir top accountNext action
Tom AlvarezBriivo Pet Grooming FranchisingResurrection email to Dalia
Jenna WalshZenara Kids Gym FranchisingFollow-up email to Rosa

In the running POC

localhost:13301/
Today: the list a rep sees is the same screen, scoped to the accounts they own.

Today: the list a rep sees is the same screen, scoped to the accounts they own.

  1. 1Each account's reason.
  2. 2The one next action.

Dashboard · Today. 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
TodayDMA AI dashboardSign in as a rep to see only their accounts.

Status

Built in the POC

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

7.3 Rep-specific priority list · DMA AI proof