TL;DR
AI lead scoring is only useful if you can trust it. Trust comes from calibrating to your own closed-won data, separating fit from intent, and grading the model with evals, not from a vendor's black-box number.
Most lead scores are theatre: a number that looks precise and means nothing because nobody can explain it. A score is only worth acting on if a rep believes it, and belief comes from the score being right about the leads they already know. Here is how Tilarq CRM earns that trust.
Fit and intent are different questions
A lead can be a perfect fit (right industry, size, role) with zero intent (just browsing), or a poor fit with screaming intent (a tiny company demoing three times this week). Collapsing both into one number hides the thing the rep most needs to know: why to call.
- Fit: how closely the account matches your best customers.
- Intent: how strongly recent behaviour signals a buying motion.
- Engagement: depth and recency of interaction across channels.
Calibrate to your closed-won data
A score trained on generic patterns scores generic leads. Tilarq AI calibrates to your history, the deals you actually won and lost, so "90" means "looks like the leads you close," not "looks like leads in general." That is the difference between a number reps ignore and one they act on.
Show the why
Every score comes with its top contributing signals. A rep should be able to read a score in two seconds and know whether to call now, nurture, or move on, without trusting a black box.
Keep it honest with evals
Models drift. New data, new products, a new market, and yesterday's calibration quietly rots. Because scoring runs on Tilarq AI, every change is graded against an eval set before it ships, and drift in production is caught and rolled back. The score stays honest because it is measured, not assumed.
What good looks like
Reps sort their day by the score without being told to. That is the only adoption metric that matters.
The test of a good score
You will know the scoring works when reps stop arguing with it and start sorting their day by it. That only happens when the number is calibrated to your reality, explains itself, and is kept honest over time. Anything less is a dashboard decoration.