The short answer
The signals worth acting on fire while a buyer is still working out what to do, rather than when they look ready to buy. By the time somebody requests a demo they usually have a shortlist, so the useful ones are the early, quiet signals that make you familiar months before the decision.
Key points
- Buyers arrive with a list. Bain and Google surveyed 1,208 business buyers and found 80 to 90 percent had a shortlist in mind before they started formal research, and 90 percent bought from it1.
- 6sense found that 94 percent of buying groups ranked their preferred vendors before ever contacting one2, and bought from that early favourite 77 percent of the time, in cycles averaging just over ten months.
- Only a small share of your market is in the buying window at any moment, which is why the 95-5 rule3 matters more than any intent feed: most of the people you reach today will buy in a year or two, or not at all.
- Spray and pray is not free. It costs domain health, brand reputation with the exact people who will be in-market later, and the goodwill you will need when the window finally opens.
Why did spray and pray ever work?
For most of the last two decades, timing was not something marketing could see, so it compensated with volume. Lists were bought by title, industry and headcount, campaigns ran on a calendar set in January, and the only real intent signal available was somebody filling in a form, which arrives so late in the process that it is closer to a receipt than a clue.
That approach worked well enough for a while, partly because inboxes were emptier and phones were answered, and partly because the cost of being ignored was close to nothing. Sending to the wrong hundred people cost an hour of somebody's afternoon, so nobody counted it, and the occasional deal that landed made the rest look like an acceptable trade.
Both halves of that arrangement have now gone, which is the same shift behind why AI outbound fails. The hour of somebody's afternoon has become four seconds of a model's time, which means everyone can do it and everyone does, and the cost of being ignored has stopped being zero, because mailbox providers, buyers and your own reputation all keep score in ways they did not before.
What changes in 2027?
The part worth internalising is that buyers are no longer starting from a blank page when they decide to buy something.
Bain and Google surveyed 1,208 business buyers and found that 80 to 90 percent already had a set of vendors in mind before they began any formal evaluation, and that 90 percent of them eventually chose one of those names. 6sense's buyer research points the same way from a different angle: 94 percent of buying groups had ranked their preferred vendors before they contacted a single one, they bought from that early favourite 77 percent of the time, and the average cycle ran a little over ten months with first contact happening around 61 percent of the way through.
Put those together and the arithmetic is uncomfortable. If a cycle runs ten months and you first hear from the buyer six months in, the question of who makes the list was settled somewhere around month four, while you were still a stranger. Being the best option at the point of decision is worth a great deal less than being one of the three names somebody could recall six months earlier, which is the practical meaning of a consideration set.
It is worth being precise about what is wrong with the older approach, because the problem is not that it starts too late. A programme that starts ten months out and sends the same message every week is not early, it is uncorrelated, and it lands at a useful moment only by accident. What changes with signals is not the start date but whether contact is connected to anything that happened at the company receiving it.
Ten months, read left to right. The height of each line is how well the buyer knows you, and the marks along the bottom are every time each approach got in touch.
Month 10 to 7, something changes
A second hire for the same role, a new executive, a funding round or a migration. The calendar programme sends here at the rate it sends everywhere else, and one of those messages lifts the line briefly before it settles. The signal-led company sends once, and that message still counts for something nine months later.
Sending on a calendar. Forty touches in ten months, and the line does move, because some of them land on someone having a relevant day. It falls back each time, since nothing connects one message to the next, and the year ends roughly where it started.
Acting on a signal. Three touches in the same ten months, each prompted by something real, and each one holds its ground before the next builds on it, which is why the line is above the bar before the shortlist is written.
Which signals are worth acting on?
A signal is worth acting on when it tells you something changed that makes your category relevant, and when it fires early enough that you can still become familiar before the shortlist hardens. That second condition is the one most teams skip.
| Signal | What it suggests | When it fires | What to do with it |
|---|---|---|---|
| A second hire for the same role or system | Someone is building capacity, which usually precedes a project | Early, often six to nine months out | Be useful about the problem they are staffing for, without pitching |
| New executive in a function you sell to | New leaders re-examine tools, agencies and contracts in their first two quarters | Early | Introduce a point of view, not a product |
| Funding, expansion or a new market | Budget and ambition arrive together, and priorities get rewritten | Early to middle | Offer a specific idea tied to what they said they would do with it |
| A public deadline, mandate or compliance date | The problem now has a date attached and cannot be deferred | Middle | Be the clearest explanation of what the date means for them |
| A migration or system change | Adjacent tooling and services come up for review | Middle | Reach out with the specific integration or risk they will hit |
| Repeated research on one problem, across the account | A group is forming around a question | Middle to late | A relevant person, not a sequence, and a real conversation |
| Pricing page visits and demo requests | They are comparing named options | Late | Respond fast, but know that you are being compared rather than discovered |
The pattern in that table matters more than any individual row. Most of the signals that are easy to buy from a vendor are late ones, and most of the signals that put you in the consideration set are early ones that need interpretation rather than purchase.
Which signals are mostly noise?
Plenty of what gets sold as intent is either too vague to act on or too late to matter, and acting on it anyway is how teams end up with a busy quarter and no pipeline.
- One anonymous website visit. A single visit from a company tells you almost nothing about who visited or why, and treating it as interest produces the message everyone has now received: "I noticed you were looking at our site."
- Topic surges with no account context. Aggregate intent scores often reflect the whole internet reading about a subject rather than a specific group at a specific company preparing to act.
- Fit dressed up as intent. Industry, headcount and tech stack describe who could buy, not who is about to, and confusing the two is what fills a list with five thousand perfectly qualified strangers.
- Email opens. Between image proxies and automated scanning, an open is closer to weather than to interest.
What is the opportunity cost of spray and pray?
The obvious cost is the reply rate, and it is the least interesting one. The real bill arrives in three other places.
The first is your domain. Mailbox providers have turned what used to be etiquette into enforcement, and Google's sender rules4 now require authentication, one-click unsubscribe and spam complaints kept below 0.3 percent, with failures rejected rather than quietly filed. A quarter of heavy sending can leave a domain in a state that takes months of careful volume to repair, which means the next campaign starts from a worse position than the last one.
The second is your name. Because only a small slice of your market is in the buying window at any moment, most of the people receiving an irrelevant message are not saying no, they are forming an impression they will still hold when they do start looking. That is the expensive part: you are spending future consideration to buy present activity, and the bill arrives about six months later in the form of not being on a list you never knew was being written.
The third is quieter still. Teams that measure sends rather than conversations end up with a system nobody wants to touch, because everyone knows the numbers are arithmetic rather than interest, and good people leave roles like that.
Illustration
A company selling data engineering work watches one early signal, which is a second job posting for the same data platform role inside a quarter. Here is the same account over five months, with the move that follows each event.
- March, a second platform role is posted. The first hire was a replacement and the second one means a project, so this is the month the account becomes worth watching rather than worth pitching. Next best action: send nothing about yourself, and put out the one thing that is useful to a team about to double its data engineering capacity.
- April, the new engineer starts. Somebody joining a build has questions nobody at their own company has time to answer in the first month. Next best action: reply to something they said in public with a specific answer rather than congratulations, and let that be the whole interaction.
- May, their head of data turns up in a webinar audience. The question they asked in the chat tells you what the project is stuck on. Next best action: a short note from the person who was in the same session, answering only that question, with no meeting request attached to it.
- August, the company starts evaluating vendors. Two names come up unprompted in the first internal meeting, and one of them has been useful since March. Next best action: ask for the conversation now, because this is the one moment where being direct costs nothing, and five months of being useful is what earned it.
How do you get into the consideration set six months early?
You make sure the answer to "who do we know who does this?" includes you, which is a different job from outbound and needs four things running at once.
Be findable when the question first gets typed, whether that is into a search box or an assistant, because the earliest research happens long before anyone fills in a form and it rarely involves your website. Be recognisable by having a point of view that survives being repeated by somebody else in a meeting you are not in. Be useful before you ask, so that the first thing an account receives from you is the thing they needed rather than the thing you needed. And act on early signals with a real person, sparingly, because the purpose of an early touch is familiarity rather than a meeting, which is the watching and enrichment layer that GTM engineering builds.
None of that removes the need for outbound. It changes what outbound is for: instead of trying to create demand with volume, it becomes the way you show up early for the small number of accounts where something has genuinely changed.
Sources
Figures last checked on 19 September 2026. Buyer research moves slowly but the deliverability rules do not, so we revisit both every quarter.
- 1 Bain & Company and Google, via Harvard Business Review, "What B2Bs Need to Know About Their Buyers". The survey of 1,208 buyers and the day-one list finding.
- 2 6sense, "B2B Buyer Experience Report". Pre-contact vendor ranking, cycle length and the point of first contact. Note this is a vendor publishing research about its own category.
- 3 LinkedIn B2B Institute, "The 95-5 Rule". Based on work by Professor John Dawes at the Ehrenberg-Bass Institute.
- 4 Google, "Email sender guidelines". Authentication, one-click unsubscribe and the spam complaint threshold for bulk senders.