B2B Intent Signals Explained — What They Are, Why They're Often Garbage

What intent data actually is

The premise: across the open internet, accounts (companies) are researching your product category — reading articles, watching videos, downloading whitepapers. Intent data vendors aggregate that signal and tell you which accounts are showing buying behavior, before they fill out your demo form.

The reality is messier. Most intent vendors get their signal from one of these sources:

• Bidstream data — what ads got bid on for which IP ranges. Easy to gather, very noisy. The fact that an IP at Acme Corp saw an ad for your category means almost nothing.
• Co-op networks — publisher partnerships where the vendor sees what content was consumed by which company IP. Higher signal-to-noise.
• Direct opt-in — accounts that explicitly subscribed to research alerts. Highest quality, smallest volume.

Why most intent data underperforms

The fundamental problem: an account showing 'intent' is at best a top-of-funnel signal. The conversion path from intent signal to closed deal involves:

1. The right person at the account is the one researching
2. They have authority or influence on the buying decision
3. The timing of your outreach matches their evaluation window
4. Your message resonates with their specific need

Each step has high attrition. Even with perfect intent data, end-to-end conversion is typically 0.5–2%, which means you're paying for noise to filter for the gold.

What actually correlates with closing

The intent signals that produce above-baseline close rates:

• Repeat visits to your own website from the same company IP across 14+ days
• Downloads of mid-funnel content (not blog posts — comparison pages, pricing page time-on-page, demo videos watched to completion)
• Recent leadership changes at target accounts (new CMO often means a tools refresh in the next 6 months)
• Funding events (Series B/C usually triggers infrastructure spend)
• Job postings for roles that imply your product (e.g., 'looking for a sales ops manager' implies sales tooling spend)

The first two are first-party intent — your own website analytics. They're the highest-signal source you have, and they're free.

Questions to ask intent vendors

• What's your primary data source? (Listen for: bidstream = noisy, co-op = better, direct opt-in = best)
• What's your fresh-detection rate? (How fast does intent surface vs. when the research happened?)
• What's your false-positive rate? (Independent benchmarks if available; if not, ask for blind references)
• Can I get raw signal data, not just aggregated scores? (For your own analysis vs. theirs)
• How do you handle account-level vs. person-level intent? (Account-level is industry standard; person-level is mostly aspirational)

The intent setup that actually delivers

The pattern that produces measurable lift:

1. Maximize first-party intent capture — proper analytics on your own site, identified visitors via reverse-IP lookup or visitor cookies
2. Filter intent vendor data to your ICP first, then look at intent score within that filter
3. Combine intent with firmographic + technographic — intent alone has high false-positive rate; intent + ICP fit + technology stack alignment is meaningfully better
4. Track conversion by source — if a vendor's intent data doesn't produce above-baseline closes within 90 days, drop them

Where LeadGen Engine fits

LeadGen Engine includes intent signals on the Growth tier and above. Our signal sources are weighted toward direct first-party signals (account-level web research, content downloads, technographic changes) rather than bidstream noise. We're transparent about the source of each signal so you can evaluate fit for your motion.

Frequently asked questions

Is intent data worth the cost?

Sometimes. For ICP-aligned target accounts where intent + firmographic + technographic combine to a clear buying signal, yes. For broad-net intent without ICP filtering, usually no — the noise overwhelms the signal.

What's a realistic conversion rate from intent signal to demo?

1–5% if the data is well-filtered. Below 1% and the data isn't useful or the outreach isn't matching. Above 10% is unlikely with intent alone.

Can I get intent data without buying it?

Yes, partially. First-party intent (visitors on your own site identified via reverse-IP) is the highest-quality source and is free. You can also infer intent from public signals like job postings and funding announcements.

How fresh should intent data be?

Within 7 days for most B2B sales motions. Older than that and the buying window has often closed. Some vendors expose 30+ day-old signals as 'current' which is misleading.

What's the difference between account-level and person-level intent?

Account-level (anonymous): we know Acme Corp is researching this category. Person-level (identified): we know Jane Smith at Acme is researching. Person-level is rare and expensive; account-level is industry standard.