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Qualification Score vs. Gut Feel: A Data-Driven Guide to Deal Health
Evidence-based deal qualification scoring reduces end-of-quarter forecast surprises by 43% compared to gut feel and rep-submitted forecast categories. Learn how to build a scoring model that measures deal quality, not field completion.

Lolita Trachtengerts
Apr 164 min read


MEDDPICC Deal Scoring: Moving from Gut Checks to Evidence Standards
MEDDPICC scoring is only valuable when it is built on evidence — not on checkbox completion or rep gut feel. Here's how evidence-based qualification changes pipeline accuracy and late-stage win rates.

Lolita Trachtengerts
Apr 64 min read


Sales Qualification Frameworks Compared: MEDDPICC, BANT, Sandler, and SPICE
MEDDPICC, BANT, Sandler, and SPICE each ask different qualification questions. The one that matches your deal complexity — and that you can enforce with evidence standards — is the one that improves pipeline quality.

Lolita Trachtengerts
Apr 65 min read
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