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

20.4Promise → task detection

Built in the POC
No.
20.4
DMA's reference
Decision Book p.36
Phase
Phase 1
Autonomy
L2 · Prepare, then wait for approval
DMA's decision
Yes

★ Marked "non-negotiable, build first" in the book.

What DMA asked for · Decision Book p.36

When someone on the call promises something, make it a task with a due date.

Why it matters to DMA: Broken promises lose deals; a promise that becomes a task is kept.

In our words, from DMA's Product Decision Book v3, page 36.

How we do it

  • The model lists every commitment with who made it (DMA or the prospect), what it is and the words of the due date.
  • Code turns the words into a date from the meeting date ("by Tuesday" becomes Tuesday 29 September), and keeps the quote.
  • Each promise becomes a Nutshell task on the deal, waiting in the batch. A prospect's promise becomes a follow-up task for the rep.

The flow

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

Promise"by Tuesday"Who and whatDMA or prospectDue datefrom the meeting dateTaskin the batch
Step 1 of 4

Said

Tom: "I'll send you a proposal… by Tuesday".

  • Person
  • AI
  • Rule in code
  • Nutshell

Where the data goes

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

  1. 1Call transcript

    Source

    A call transcript: pasted, or a Zoom .vtt / .txt file dropped on the account (text only, 512 KB at most).

  2. 2Sync

    Copies Nutshell changes into the bridge database

    Reads the account, people and open deals from the mirror, to match the call to the right company.

  3. 3Bridge database

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

    The run, the facts with their quotes and the e-mail draft are stored; the transcript is kept encrypted.

  4. 4AI

    Claude models, only through DMA's own gateway

    The fast model reads the call and copies exact words; code checks every quote, date and amount. The conversation model drafts the follow-up.

  5. 5Write gate

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

    Every change waits as one batch for one approval, then leaves through the write gate with 30 seconds to undo.

  6. 6Nutshell

    The system of record

    The note, the tasks and the fields appear on the deal, marked as written by DMA AI.

The tables behind it

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

crm.tasksPKiduuidtitletextassignee_user_iduuiddue_attimestampcreated_by_aiboolean+ 13 more columnsctrl.outboxPKiduuidoperationtextbefore_imagejsonbautonomy_leveltextFKapproval_iduuidapproved_bytextstatetext+ 21 more columnsai.scribe_runsPKiduuidtitletextmeeting_datedateFKconversation_iduuidstatustextaccount_iduuidFKapproval_iduuidfollow_up_draft_iduuid+ 16 more columns

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

TableWhat it holdsColumns
crm.tasksNutshell's tasks, mirrored; ones the AI proposed are marked.18
ctrl.outboxThe write gate: each proposed Nutshell change, its approval and what it replaced.28
ai.scribe_runsOne row per logged call: the transcript's fingerprint, the account it matched, the extraction and the approval batch it produced.24
How the tables connect (3)
ColumnPoints toKept by
ctrl.outbox.approval_idctrl.approvalsThe database (foreign key)
ai.scribe_runs.conversation_idconv.conversationsThe database (foreign key)
ai.scribe_runs.approval_idctrl.approvalsThe database (foreign key)

Worked example

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

The two promises from the Summit HVAC call.

Promises turned into tasks

Who promisedTaskDueSure
DMA (Tom)Send proposal for PPC and local listingsTuesday 29 September95%
Prospect (Greg)Follow up: Greg Hollis to provide access to Google Ads accountFriday 25 September95%

In the running POC

localhost:13301/approvals
The CRM updates from one logged call, waiting for one-click approval (a real run on synthetic data).

The CRM updates from one logged call, waiting for one-click approval (a real run on synthetic data).

  1. 1The note; the two tasks from promises are right below it, each with the quote.
  2. 2The follow-up e-mail, drafted and claim-checked; approving saves it, it never sends.
  3. 3One click approves the whole batch; each line can also be edited or dropped.

Dashboard · Approvals, the CRM updates from one call transcript. 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
Accounts → Log a callDMA AI dashboardOpen an account and paste or drop a Zoom transcript.
Approvals → CRM updatesDMA AI dashboardThe changes from a logged call, each with the quote it came from.

Status

Built in the POC

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

20.4 Promise → task detection · DMA AI proof