You know the inbound demo request that looks like a gift. The prospect is sharp, the budget is real, and by the second call you realize they already have a favorite. You are the comparison quote.
That is not bad luck. It is how B2B buying works now, and the fix is to show up earlier, before the buyer starts looking.
Most buyers pick a favorite before they talk to you
Forrester's 2024 buyer survey found that 92% of buyers start with at least one provider in mind, and 41% already have a single preferred option before formal evaluation begins. Forrester's own summary: buying today is a process of confirmation, not selection.
92%
Buyers also want less of your time, not more. A Gartner survey published in 2025 found that 61% of B2B buyers prefer a rep-free buying experience overall.
So if you wait for the form fill, you are mostly competing for deals someone else has already shaped. The window that matters is the quiet one, months before the buyer opens a spreadsheet of options. You cannot read minds in that window. You can read signals.
1. Know which signals actually predict a purchase
A buying signal is a visible change at a company that makes a purchase more likely. Here are the six I watch, roughly in order of strength.
A past champion changes jobs. Someone who bought from you, used you or championed you lands at a new company. They already trust you, and new leaders like to bring what worked. This is the warmest signal in B2B and most teams track it badly.
A new leader in the department you sell to. A new CRO, VP of Marketing or Head of Ops usually arrives with a mandate to change something. Their first few months are when they audit what exists and decide what to fix.
Funding. A fresh round means a growth plan the board expects to see executed. Look at what the round is for. "Expanding into Europe" tells you much more than the amount.
Hiring patterns. Job posts are the most honest public document a company writes. Five open SDR roles means they are building outbound. A first "RevOps Manager" posting means the reporting is a mess. Read the descriptions, not just the titles.
Expansion. New offices, new markets, a new product line, an acquisition. Each creates new problems and new budget at the same time.
Engagement with you. Repeat visits to your site, comments on your founder's posts, a webinar attendance. Useful, but only on accounts that already fit your ideal customer profile.
2. Score signals so your team knows where to start
Signals pile up fast. Without a simple scoring rule, your team will chase whatever is loudest this week. I use three tests.
Fit first. Does the account match your ideal customer profile on size, industry, model and the problem you solve? If not, no signal rescues it. This one filter removes most of the noise.
Freshness. A leadership hire from last week is worth far more than one from eight months ago. Give each signal a shelf life. Funding and new leaders stay hot for roughly a quarter. Engagement goes cold in days.
Stacking. One signal is a maybe. Two or three on the same account is a pattern. New CMO plus open demand gen roles plus a recent funding round is an account where something is about to change, and you want to be in the room when it does.
Keep the scoring simple enough to explain in a sentence. Something like "fit is a gate, then one point per fresh signal, two points for a past champion" works fine. Complex models look clever and get ignored by the people who need to use them.
3. Map the committee, not just the person
The signal points you at an account. The deal still needs a group of people to say yes. Forrester's State of Business Buying 2024 found an average of 13 people involved in a purchase decision, and 89% of purchases involve two or more departments.
So when a new VP of Sales joins a target account, do not stop at the VP. Who runs RevOps? Who owns the budget in finance? Who is the marketing leader that will share the pipeline number?
You do not need all 13. You need three or four roles you can name, with a reason each one should care. Write those reasons down before anyone sends a message.
The signal tells you when to show up. The buying committee tells you who to talk to.
4. Reach out with relevance, not surveillance
This is where most signal-based outreach falls apart. The team finds a great signal and then writes, "Congrats on the funding." Every other company that noticed the round sent the same line.
Bad prospecting does not just get ignored. It closes the door for later, because buyers remember who wasted their time.
Relevance means connecting the signal to a problem the buyer probably has now. A few rules I follow.
Name the implication, not the event. Instead of "Saw you raised a Series B," try "Most teams that raise to expand into Europe find their outbound playbook does not travel. Different titles, different norms, different data." The round is the reason. The problem is the message.
Stay on public, professional signals. Funding, hires, job posts, launches and public posts are fair to reference. Page visits, email opens and anything that feels like watching someone are not. Use those to decide who to contact, never as the opening line.
Offer something before asking for anything. A short teardown, a benchmark, a note on what peers in their position usually get wrong. The ask can be as small as "worth a look?"
Let a human approve it. Signals and research can be automated. The final message should be read by someone on your team who would be comfortable defending it to the buyer in person. In my experience, that one step catches most of the messages that would have felt creepy.
5. Run it as a weekly rhythm, not a project
Signal work fails when it is a quarterly initiative. It works when it is a habit.
Here is a rhythm that fits a lean team.
Monday, 30 minutes. Review new signals against your ideal customer profile. Apply the scoring rule. Pick the top ten to twenty accounts for the week.
Monday to Tuesday. Research each priority account. Map three or four committee roles and write one sentence per role on why the signal matters to them.
Midweek. Draft outreach. Each message ties the signal to a likely problem and offers one useful thing. Your team approves before anything goes out.
Friday, 15 minutes. Log what got replies, what signals produced conversations and which ones went nowhere. Adjust the scoring next week.
After a couple of months, you will know which signals actually lead to pipeline in your market. That knowledge compounds, and it is very hard for a competitor to copy.
The short version
- Most B2B buyers have a favorite before the first sales call, so the real work happens before they start looking.
- Watch six signals: champion job changes, new leaders, funding, hiring patterns, expansion and engagement.
- Use fit as a gate, then rank by freshness and stacking.
- Reach the buying committee with a reason each person should care, tied to a problem, not to the news itself.
- Make it a weekly habit with a human approving every message.
The companies that win most deals are rarely the loudest. They are the ones that showed up with something useful right before the buyer knew they needed it.
