Most Intent Data Is A List With Better Marketing.
Signal-based selling has become the thing every outbound vendor claims to do, which means it has stopped meaning anything specific. Buy an intent data feed, get a score, call the accounts that lit up. Reply rates do not move and everyone quietly goes back to calling the list.
The reason is simple. Most of what is sold as intent is anonymous, aggregated browsing behaviour resolved to a company domain. It tells you that somebody at a 400 person company read something about your category. It does not tell you who, or why, or whether the person you are about to dial has any idea it happened.
Signals that work are attributable, dated, and public. Here is the ranking.
The Eight Signal Types, Ranked
1. Hiring signals
A company posting a role tells you three things at once: they have budget, they have a gap they have admitted to in writing, and somebody senior has approved spending on it. A job description is a stated problem, published by the buyer, with a date on it.
Decay: strongest inside seven days. Near worthless after thirty, because either they have hired or the requisition is frozen.
What it buys you: the strongest opener available in B2B, because you are referencing something they wrote about themselves this week.
2. Leadership change
A new VP or director in the function you sell to has a mandate to change something in their first ninety days. They are the only person in the building actively looking for reasons to replace an incumbent vendor.
Decay: the window is roughly the first hundred days. Early is better, but calling in week one lands before they have any authority.
What it buys you: a buyer who is rewarded for change rather than punished for it.
3. Funding
Capital raised means a spending plan exists and headcount is coming. It is a genuine signal, but it is also the most over-called one in B2B, which means your call arrives in a queue.
Decay: holds for about ninety days, which is the deployment window.
What it buys you: budget certainty and heavy competition for attention. Use it as a qualifier rather than as your opener.
4. Technology change
A company adding, removing or migrating a tool in your category. Detectable through public technology footprints and job descriptions.
Decay: slow. A migration is a multi-month project, so a sixty day old signal is still live.
What it buys you: a specific, defensible reason to be on the phone, and a natural discovery path into what is not working.
5. Expansion
New office, new market, new product line. Signals a growth motion that usually needs pipeline behind it.
Decay: moderate, thirty to sixty days.
What it buys you: context for a relevance-based opener rather than a pain-based one.
6. Product launch
A launch means a revenue target attached to something new, and usually a sales team that has not been briefed properly yet.
Decay: fast. Two to three weeks.
What it buys you: timing. A launch with no pipeline behind it is a problem the buyer already feels.
7. Review site and comparison activity
Public activity on comparison and review platforms, where visible. Genuine buying behaviour, but rarely attributable to a named person.
Decay: fast, and usually already stale by the time it reaches you through a vendor feed.
What it buys you: prioritisation within a list, not an opener.
8. Anonymous website visits and aggregate intent
Last for a reason. A domain-level visit tells you a company touched your site. In a company of any size, the odds that the person you dial is the person who visited are poor, and referencing it makes you sound like you are watching them.
Decay: hours to days.
What it buys you: a reason to move an account up the call list. Nothing more. Never open with it.
The Decay Rule
The single most common failure in signal-based outbound is not signal quality. It is signal age.
Most teams enrich their list monthly. That means a hiring signal picked up on day two of the cycle gets called on day twenty-eight, by which point the role is filled and the opener is embarrassing.
The rule: your enrichment refresh cadence must be shorter than the decay window of your primary signal. If you are running hiring signals, that means weekly at worst and daily if you can. If your systems cannot refresh faster than the signal decays, you are not running signal-based selling, you are running a list with extra steps.
What A Signal Actually Buys You
Roughly ten extra seconds of attention and a credible first sentence. That is the whole benefit, and it is a real one, because the first ten seconds is where most cold calls die.
What a signal does not buy you: qualification, discovery, or a meeting. Keenan's argument in Gap Selling still applies at full force. A signal tells you a change happened. It does not tell you whether there is a gap between current state and desired future state, whether the buyer can articulate the cost of that gap, or whether they have any authority to close it. That is still your job on the call.
Teams that fail at signal-based selling almost always fail here. They assume the signal did the selling, so the call becomes a recital of the trigger with no discovery behind it. The prospect confirms the signal is true and ends the call.
How To Build It Without Buying A Platform
- Pick one signal. Hiring signals are the highest yield starting point because the data is public, dated and attributable.
- Define the trigger precisely. Which roles, which seniority, which company size. A vague trigger produces a list, not a signal.
- Set the refresh cadence shorter than the decay window. Weekly minimum for hiring.
- Write one opener for that signal. One sentence referencing the trigger, then straight into a question. Not a pitch.
- Measure conversation rate against your baseline list. If the signal is real, the conversation rate lifts. If it does not lift, the signal is not the problem, the opener is.
Only add a second signal type once the first is beating the baseline. Running eight signal types badly produces the same result as running none.
Related reading
Signal-based selling versus spray and pray covers the connect rate side of this. The nine metrics that predict revenue is where you measure whether the signal is doing anything. For the systems underneath, see the outbound sales tech stack.
Frequently Asked Questions
What is signal-based selling?
Signal-based selling is outbound triggered by an observable change at the target account rather than by list position. A hiring post, a funding round, a leadership change or a technology switch becomes the reason for the call, which replaces a generic opener with a specific one.
Does intent data actually work?
Aggregate intent data based on anonymous browsing behaviour is weak because it tells you a company looked at a topic without telling you who or why. First party and public event signals such as job postings, funding announcements and leadership changes are far more actionable because they are attributable and dated.
How fresh does a buying signal need to be?
Signal value decays fast. A hiring signal is strongest inside seven days and near worthless after thirty. A funding signal holds value for about ninety days. If your enrichment refreshes monthly, most of your signals are already stale when you dial.
What does a buying signal actually get you?
A signal buys you a credible opening sentence and roughly ten extra seconds of attention. It does not buy you the meeting. The qualification and the objection handling still have to happen, which is why signal-based programmes fail when teams treat the signal as the whole play.