Funnel math and scenario quality
Evidence to review: Traffic unit, stage conversion, offer value, expansion path, revenue timing, and confidence label.
- Separate observed inputs from assumptions before treating a scenario as decision evidence.
- If the model is sensitive to an assumed number, keep the recommendation as a scenario until the source is verified.
- Funnel math and scenario quality is supported by visible inputs and the caveat is clear.
Commerce and revenue quality
Evidence to review: Product performance, order quality, payment signal, cash timing, and margin or payback caveat.
- Connect campaign or funnel movement with commerce and payment context before judging quality.
- If revenue quality or cash timing is missing, avoid turning source movement into a payback conclusion.
- Commerce and revenue quality is supported by visible inputs and the caveat is clear.
Operating failure modes
Evidence to review: Implementation status, lead flow, delivery quality, follow-up owner, and customer-result feedback.
- Separate a funnel leak from an operating leak, such as no follow-up, no promotion, weak delivery, or no owner.
- If the operating owner or follow-up path is unclear, mark the recommendation as a process fix before a creative fix.
- Operating failure modes is supported by visible inputs and the caveat is clear.
Conversion quality and measurement confidence
Evidence to review: Conversion action, diagnostic event, downstream quality source, attribution caveat, and value signal.
- Separate decision-driving conversions from diagnostic events and caveated attribution signals.
- If conversion quality is unknown, keep the recommendation caveated until the downstream source is reviewed.
- Conversion quality and measurement confidence is supported by visible inputs and the caveat is clear.
Lead source and prospect fit
Evidence to review: Traffic source, prospect segment, lead magnet, qualification clue, and approval state.
- Check whether the source is attracting prospects who match the intended funnel decision.
- If source fit is unclear, refine the prospect definition before increasing traffic or handoff volume.
- Lead source and prospect fit is supported by visible inputs and the caveat is clear.
Sample review note
10X should review Prospecting Funnel Handoff Readiness Checklist, compare the decision evidence with the caveats, and keep the next recommendation approval-gated until the reviewer accepts it.