Aberrant AI

Case Note / Case note

Case note: quote approval chaos

A representative example of how quote delays usually come from scattered costing, informal approvals, and weak revision tracking.

3 min readMay 2026

Operating note

Practical guidance, not generic AI commentary.

The pattern

The sales team prepares quotes in multiple formats. Costing is copied from older files. Approvals happen in chat. Revisions are renamed manually.

The control issue

Management cannot see margin before sending, client-wise history, or why a specific quote version was approved.

The system response

A quote engine should centralize costing rules, approval thresholds, PDF generation, revisions, client history, and follow-up status.

Next action

Map My Quote Process

If this describes your current workflow, the next step is to map the process and identify the automation path.