← Every exhibit

Table Table 1 Revenue operations & AI

The outcome-matched win-loss record

Record the outcome, account, evidence, and next test as different objects.

FieldRecordConfidenceWhat it can supportWhat it cannot support
OutcomeWon, lost, or canceled, with close date and status historyObserved in CRM, or unresolvedComparisons between defined outcome groupsA causal reason by itself
Buyer accountStated problem, alternatives, constraints, and decision pathReported, with participant and dateA buyer-side explanation to compare with the seller accountThe claim that the buyer account is complete or universally true
Seller accountExplanation, owner, date, and roleReported, with wording preservedA hypothesis about the selling processA verified cause merely because it is internal
Process evidenceProposal, price, timing, competitor, interaction, or approval recordCorroborated, disputed, or absentSupport for or against an accountProof that one document caused the outcome
Reason codeVersioned classification of the accountCoded, disputed, or unknownConsistent review and question selectionA substitute for evidence or counterfactual testing
Follow-upNext test, process change, owner, and datePlanned or completedLearning from a changed processProof that the prior review was correct

Swipe or scroll horizontally if the table is wider than your screen.

Cite Embed

Reference & Evidence

Source: Framework synthesis grounded in Friend, Curasi, Boles, and Bellenger (2014), Virtanen, Parvinen, and Rollins (2015), and Friend, Ranjan, and Johnson (2019).

Each line is a claim from the register this journal publishes against, resolved from the register at build time.

  • B A three-state outcome design can keep won, lost, and canceled leads visible in a B2B CRM review Author translation grounded in Virtanen, Parvinen and Rollins (2015) · WLA27-C1
  • B A buyer-side post-mortem can add evidence that is distinct from the seller's account of a failed proposal Author translation grounded in Friend, Curasi, Boles and Bellenger (2014) · WLA27-C2
  • B Failing fast is a resource-allocation decision, not a guaranteed performance improvement Author translation grounded in Friend, Ranjan and Johnson (2019) · WLA27-C3
  • B A CRM outcome is an observation, while a reason needs a source and confidence state before interpretation Author framework · WLA27-C4
  • B Buyer and seller accounts should be preserved as separate evidence layers Author framework grounded in Friend et al. (2014) · WLA27-C5
  • B Canceled opportunities should not be folded into competitive losses without a defined rule and evidence Author translation grounded in Virtanen et al. (2015) · WLA27-C6
  • B A review needs a stopping rule covering outcome, perspective, support, confidence, and next test Author framework · WLA27-C7

Grades: A, verified against the printed page of the primary source · B, primary source, text layer only · C, authoritative secondary · D, reported.