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Section 20 · Sales Rep Work Elimination / Zero-Entry CRM

20.33Sales admin time dashboard

Designed for Phase 2
No.
20.33
DMA's reference
Decision Book p.43
Phase
Phase 2
Autonomy
L1 · Recommend
DMA's decision
Yes

◆ Amended in v3 of the book.

What DMA asked for · Decision Book p.43

Show how much admin time the AI saves the sales team.

Why it matters to DMA: It proves the value of zero-entry CRM in hours, not claims.

In our words, from DMA's Product Decision Book v3, page 43.

How we do it

  • Scheduled for Phase 2 in DMA's book.
  • Counts what the AI did (calls logged, fields filled, tasks created, follow-ups drafted) and converts it with time-per-task figures DMA agrees, per rep and per week.

Already in place

  • Every scribe run records its timings and cost.
  • Every AI write is logged with its batch (Approvals → Written by AI).

What the later phase adds

  • The time-saved view, with DMA's own time-per-task figures.

The flow

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

AI workcalls, fields, tasksMinutes eachDMA's figuresHours savedper rep, per week
Step 1 of 3

Counted

What the AI did this week.

  • Stored data
  • Rule in code
  • Screen

Where the data goes

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

  1. 1Bridge database

    Source

    The AI's own records.

  2. 2Sync

    Copies Nutshell changes into the bridge database

    Not involved.

  3. 3Bridge database

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

    Runs, writes and their timings.

  4. 4AI

    Claude models, only through DMA's own gateway

    No AI model is involved: rules decide.

  5. 5Write gate

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

    Nothing is written to Nutshell.

  6. 6Nutshell

    The system of record

    Nutshell is not changed.

The tables behind it

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

ai.scribe_runsPKiduuidtitletextmeeting_datedateFKconversation_iduuidstatustextaccount_iduuidFKapproval_iduuidfollow_up_draft_iduuid+ 16 more columnsctrl.outboxPKiduuidoperationtextbefore_imagejsonbautonomy_leveltextFKapproval_iduuidapproved_bytextstatetext+ 21 more columns

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

TableWhat it holdsColumns
ai.scribe_runsOne row per logged call: the transcript's fingerprint, the account it matched, the extraction and the approval batch it produced.24
ctrl.outboxThe write gate: each proposed Nutshell change, its approval and what it replaced.28
How the tables connect (3)
ColumnPoints toKept by
ai.scribe_runs.conversation_idconv.conversationsThe database (foreign key)
ai.scribe_runs.approval_idctrl.approvalsThe database (foreign key)
ctrl.outbox.approval_idctrl.approvalsThe database (foreign key)

Worked example

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

A designed example (synthetic).

A week (illustrative)

Calls logged
40
Fields and tasks written
310
Hours saved
Set by DMA's minutes per task

In the running POC

There is no screen for this one yet: it is designed for Phase 2, as DMA's book decides. The parts listed under “Already in place” run in the POC today.

Status

Designed for Phase 2

Designed for Phase 2. DMA's book schedules this for Phase 2. The design is ready and builds on parts that already run in the POC.

20.33 Sales admin time dashboard · DMA AI proof