Intent Scoring: How to Know Which Leads Are Ready to Buy

What is Intent Scoring?

Intent scoring is the practice of assigning a numerical score to a lead based on their real-time behaviour, then using that score to determine how ready they are to buy. Unlike traditional lead scoring, which focuses on who the lead is (job title, company size, industry), intent scoring focuses on what the lead is doing right now.

A lead who has visited your pricing page three times today, scrolled to the bottom of your case studies, and clicked "Book a Call" is showing strong buying intent. A lead who downloaded a whitepaper last month and has not returned is not. Intent scoring captures this difference in a single, actionable number.

Intent Scoring vs. Lead Scoring

Traditional lead scoring assigns points based on demographics and firmographics: the lead's job title, company revenue, industry, location. These are static attributes. They tell you whether someone fits your ideal customer profile.

Intent scoring assigns points based on behaviour: page views, scroll depth, time on page, CTA clicks, return visits, form submissions. These are dynamic signals. They tell you whether someone is actively considering a purchase.

The best systems combine both. A lead who fits your ICP and is showing high intent is the highest priority. But if you had to choose one, intent signals are more predictive of near-term conversion. A perfect-fit lead who is not engaged will not buy this week. A slightly off-profile lead who is actively researching will.

The Signals That Matter

Not all behaviours carry equal weight. Here are the key intent signals, ranked by predictive value:

Highest Intent Signals

• Pricing page visits. A lead looking at pricing is evaluating whether they can afford you. This is bottom-of-funnel behaviour.
• "Book a Call" or "Get Started" clicks. Direct conversion intent. These leads should be called within 60 seconds.
• Return visits within 24 hours. A lead who comes back the same day is actively comparing options. The buying decision is imminent.
• Multiple page views in a single session (5+). Deep exploration signals serious interest, not casual browsing.

Medium Intent Signals

• Case study or testimonial page views. The lead is looking for social proof. They are past the "what is this" stage and into "does this actually work."
• Scroll depth beyond 75%. Most visitors bounce within the first 25% of a page. Someone who reads 75%+ is engaged.
• Time on page exceeding 3 minutes. Average time on page across the web is 52 seconds. Three minutes means they are reading carefully.
• Feature comparison page views. They are evaluating you against alternatives.

Lower Intent Signals

• Blog post views. Educational content consumption. Useful for nurture but not a buying signal by itself.
• Social media clicks. Casual interest.
• Single page view with quick bounce. Accidental click or mismatch.

The COLD / WARM / HOT Framework

Rather than expecting your sales team to interpret raw scores, intent scoring systems translate numbers into three actionable tiers:

COLD (Score below 40)

The lead has shown minimal engagement. They may have submitted a form but have not returned. Or they visited one page and left. Action: Add to automated nurture sequence. Do not waste a phone call.

WARM (Score 40-69)

The lead is showing growing interest. Multiple page views, return visits, some time on site. They are researching but have not signalled urgency. Action: Personalised outreach within 1-2 hours. An email with relevant content, or a brief introductory call.

HOT (Score 70+)

The lead is actively buying. Pricing page views, CTA clicks, high scroll depth, return visits within hours. Action: Call immediately. Within 60 seconds if possible. This lead is comparing you to competitors right now.

Configurable Thresholds

The default thresholds (40 / 70) work for most businesses, but they should be tuned based on your data. A high-ticket B2B service with a 6-month sales cycle might set HOT at 85 because leads take longer to reach peak intent. A dental clinic running Facebook ads might set HOT at 60 because the buying cycle is days, not months.

The key is to calibrate thresholds against actual conversion data. Look at your closed-won deals from the last 90 days. What score did those leads reach before they booked? Set your HOT threshold just below that number.

Why Calling HOT Leads First Converts Better

This is not theoretical. When you call a HOT lead, three things are true:

1. They remember you. They were just on your site. They know who you are and why you are calling.

2. They are in buying mode. Their behaviour shows active evaluation, not passive browsing. The mental context is "should I buy this" rather than "what is this."

3. They have not committed elsewhere. HOT status means the behaviour is recent. The longer you wait, the more likely they are to commit to a competitor.

The contact rate on HOT leads called within 2 minutes is typically 60-80%. On COLD leads called after 24 hours, it drops to 5-10%. The conversion rate follows the same pattern.

Implementation Approaches

Basic: Rule-Based Scoring

Assign fixed point values to each action. Pricing page = 20 points. CTA click = 30 points. Return visit = 15 points. Sum the points, apply thresholds. Simple to build, easy to understand, works well for most businesses.

Intermediate: Weighted Decay Scoring

Same as rule-based, but points decay over time. A pricing page visit today is worth 20 points. Yesterday, 15. Last week, 5. This prevents leads from staying HOT indefinitely based on old behaviour.

Advanced: Machine Learning Scoring

Train a model on your historical conversion data. Let it discover which signal combinations predict conversion. More accurate but requires significant data volume (1,000+ conversions) and technical expertise to maintain.

For most small and mid-size businesses, rule-based scoring with time decay is the sweet spot. It is transparent, maintainable, and effective.

Putting It Into Practice

The real value of intent scoring is not the score itself. It is the action it triggers. A score without a workflow is just a number on a dashboard.

Effective intent scoring systems automatically route HOT leads to the fastest available rep, send push notifications with the lead's score and recent activity, provide call scripts tailored to the lead's behaviour, and escalate uncalled HOT leads after a defined timeout.

SignalSprint was built around this principle: score leads in real time, alert your team instantly, and give them the context they need to close.