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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


From Gut Feel to Evidence: How AI Deal Scoring Replaces Forecast Guesswork
Stage-based deal scoring produces forecasts that are 18-24 points less accurate than signal-based AI scoring. Learn how AI extracts qualification evidence from conversations to replace gut-feel deal assessment.

Lolita Trachtengerts
Apr 164 min read


Why Your Best Deals Die After Great First Meetings (And How to Spot It Earlier)
Your best deals don’t die because the first meeting went badly. They die because it went too well. Early enthusiasm creates false confidence, and by the time missing evidence shows up, the buyer has already moved on.

Lolita Trachtengerts
Jan 134 min read


MEDDPICC Qualification Agents: The Ultimate Guide to Automated Deal Scoring
MEDDPICC Qualification Agents automate deal scoring using real buyer evidence, not rep intuition. Learn how AI-powered MEDDPICC evaluation improves forecast accuracy, exposes hidden deal risk, and helps enterprise sales teams focus on opportunities that actually close.

Lolita Trachtengerts
Jan 65 min read
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