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

20.24Missing-information detection

Designed for Phase 2
No.
20.24
DMA's reference
Decision Book p.41
Phase
Phase 2
Autonomy
L1 · Recommend
DMA's decision
Yes

What DMA asked for · Decision Book p.41

Spot deals that are missing key information for their stage.

Why it matters to DMA: A deal at proposal stage with no budget or decision maker is at risk.

In our words, from DMA's Product Decision Book v3, page 41.

How we do it

  • Scheduled for Phase 2 in DMA's book.
  • Each stage gets the facts it should have (for example budget and decision maker by proposal). Deals missing them are flagged with what's missing, and the next call's questions are suggested.

Already in place

  • Deals with no next step are flagged today (17.3).
  • The scribe fills the six key facts from calls, so gaps are visible per account.

What the later phase adds

  • Required facts per stage, from DMA's own sales process.
  • A "missing information" flag with the questions to ask.

The flow

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

Dealat proposalStage needsbudget, decision makerMissingwhat, and the question
Step 1 of 3

A deal

At proposal stage.

  • Nutshell
  • 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. 1Nutshell

    Source

    Deals and facts.

  2. 2Sync

    Copies Nutshell changes into the bridge database

    Mirrors deals and stages.

  3. 3Bridge database

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

    Flags with what is missing.

  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.hygiene_flagsPKiduuidsubject_typetextflag_codetextseveritytextdetailsjsonbrule_versiontextdetected_attimestampresolved_attimestamp+ 2 more columnsai.extracted_factsPKiduuidfact_keytextvaluejsonbconfidencenumericevidence_quotetextobserved_attimestampstatustextIDprompt_iduuid+ 7 more columns

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

TableWhat it holdsColumns
ai.hygiene_flagsOne open flag per record and problem (stuck deal, missing next step, former owner, bad email, duplicate), with severity, details and the rule version.10
ai.extracted_factsFacts the AI found, each with the exact quote it came from and a confidence.15
How the tables connect (1)
ColumnPoints toKept by
ai.extracted_facts.prompt_idagent.promptsThe application (by id)

Worked example

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

A designed example (synthetic).

A flag

Deal
Pinecrest Clinics · SEO · proposal sent
Missing
Budget, decision maker
Ask next
"Who signs off, and what budget are you working with?"

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.

20.24 Missing-information detection · DMA AI proof