Commercial Workflow Brief

Item This lesson
Decision Prepare a useful sales conversation from approved evidence without converting guesses into facts.
Output A source-grounded account and call brief.

Workflow Problem

Account research is often fragmented across CRM notes, prior emails, company pages, public filings, support history, and personal memory. AI can reduce search and synthesis time, but it can also create persuasive fiction: inferred priorities, invented initiatives, or outdated company facts.

The workflow must separate known facts, reasonable hypotheses, and questions to validate.

Source Hierarchy

Use sources in a deliberate order:

  1. approved internal account records;
  2. current first-party customer or company material;
  3. reliable public sources;
  4. prior call and support evidence;
  5. hypotheses clearly marked as hypotheses.

Do not include sensitive internal notes merely because the model can access them. Limit the brief to information the salesperson is authorized to use.

Section Content
Account snapshot Verified company, relationship, products, stage, and recent activity
Known priorities Claims supported by current sources
Relationship history Relevant decisions, commitments, objections, and open actions
Hypotheses Plausible needs to test, never stated as facts
Risks Stale data, unresolved support issue, contractual sensitivity, or weak evidence
Call objective The one decision or learning goal for the meeting
Questions Questions that distinguish among competing hypotheses

Example Output Contract

{
  "account": "Harborline client account",
  "verified_facts": [{"fact": "", "source": "", "date": ""}],
  "relationship_history": [],
  "hypotheses_to_test": [],
  "open_questions": [],
  "risks_and_sensitive_topics": [],
  "call_objective": "",
  "reviewed_by": "account owner"
}

Failure Modes

  • treating web snippets or old CRM notes as current truth;
  • inferring budget, authority, or urgency without evidence;
  • hiding unresolved customer issues from the brief;
  • producing a long biography rather than a call decision aid;
  • using personal or sensitive information without a legitimate purpose;
  • failing to record the source and date of a material claim.

Practice: Produce the Account Brief

Use one account and no more than five approved sources. Produce a one-page brief containing:

  • five verified facts with source dates;
  • two hypotheses explicitly labeled;
  • three questions designed to validate or reject those hypotheses;
  • one relationship risk;
  • one call objective;
  • one item intentionally excluded because it is stale, irrelevant, or unauthorized.

A good brief improves the conversation without pretending to know the customer’s mind.

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