Intent Scoring: Predict Lead Conversion 2-3 Weeks Early

The Problem with Traditional MQL Criteria

Most demand gen teams define lead quality using surface-level engagement:

• Visited the pricing page

• Downloaded a case study

• Attended a webinar

• Engaged with an ad three times

On paper, those actions suggest qualification.

In reality? They don’t always mean buying intent.

Some prospects are casually browsing.
Some are early-stage researchers.
A few are actually ready to buy.

But your MQL system treats them all the same.

That’s the problem.

Activity ≠ Intent

Traditional MQL models measure activity.

Intent scoring measures likelihood to purchase.

Instead of asking:

“Did they engage?”

You ask:

“Does this engagement signal real buying intent?”

That shift changes everything.

How Intent Scoring Works

Intent scoring weights behaviors based on how predictive they are of conversion.

Not all actions carry equal value.

For example:

• Visited pricing page → +15 points
  (They might just be browsing.)

• Compared you with two competitors in the same session → +20 points
  (Now we’re seeing evaluation behavior.)

• Requested a demo → +35 points
  (Time-sensitive, high-intent signal.)

When you layer and weight signals properly, you build a model that predicts conversion 2–3 weeks before it happens.

What the Score Actually Tells You

With a structured intent model:

• A lead scoring 75+ → Sales-ready opportunity

• A lead scoring 25 → Nurture, not sales outreach

The magic?
You see the difference before you contact them.

The Business Impact

When you measure intent instead of raw activity:

• Sales stops wasting time on explorers

• Conversion rates increase

• Pipeline quality improves

• Sales productivity rises

• Forecasting becomes more predictable

• Demand gen scales without quality decay

You move from volume-based qualification to precision-based qualification.

Most Companies Measure Activity. Few Measure Intent.

And that’s the competitive gap.

If your MQL model treats all engagement equally, you’re overloading sales with noise and missing real buying signals.

Intent scoring fixes that.