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Signal stacking. When three beats one

Why three buying signals stacked at one account in the same few weeks beat one strong signal alone, and how to weigh and age them sensibly.

Kevin French
· 3 min read

One signal is a rumor. Three at the same account in the same few weeks is a story, and stories are what buyers act on.

That's signal stacking. It's the single best habit for deciding where to spend your week.

Why one signal lies

Every signal has an innocent explanation. A job post can be a backfill. A new CIO might spend six months listening before changing anything. A funding round might go straight into sales hires. A leader posting about legacy systems might just be venting.

So when you act on one signal, you're betting the innocent version isn't true. Sometimes you win that bet. Often you write a well-researched note about a problem that doesn't exist yet, and the buyer ignores it.

Why three tell the truth

Now take an account where three things happen inside a month. A new CFO starts. The latest 10-Q mentions a finance systems program behind schedule. And two job posts go up for ERP analysts naming the platform you know best.

Each one alone is maybe. Together they rule out most of the innocent versions. The new CFO inherited a late program. The company is staffing up to fix it. The pressure is on the record. Somebody is going to spend money on outside help soon, and the CFO's first 90 days are when that decision gets made.

That's the account to work this week. The guide to buying signals ranks the ten signal types from strongest to weakest, but the ranking matters less than the stacking.

Signals roll up to the account

Here's the mistake I see most. Sellers track signals per contact. The CIO posted something. The VP of engineering changed jobs. The director of data liked a competitor's post.

Those are all facts about one company. Roll them up. A single account with a new leader, a hiring spree and a pressure line in a filing is far hotter than three accounts with one signal each, even when the single signals look bigger on their own.

And when signals stack at an account, they tell you who's on the committee. The new leader is likely the economic buyer. The hiring manager on those job posts is likely the technical lead. The person engaging with your content might be the champion.

Weight and age

Not all signals count the same. An RFP or vendor search outweighs a leader attending a conference. A new leader in the buying seat outweighs a funding round. Give the strong ones more weight and the soft ones less.

And signals fade. A new CIO in week two is a different opportunity than the same CIO in month eight. A job post from last week means more than one from last quarter. I halve a signal's weight every couple of weeks as a working rule. That rate is an assumption I tune, not a law anyone has proven, and you should tune yours to your own sales cycle. The post on what a buying signal is and isn't covers why timing is part of the definition.

The practical effect is simple. An account with three fresh signals beats an account with five stale ones.

What stacking changes in your message

When you've got three signals, don't cram all of them into the opener. Pick the one that best explains the other two and lead with it. Use the second as the personal trigger. Keep the third for your follow-up, when you need a fresh angle.

The buyer should feel like you understood the situation, not like you read them their own file.

Every Monday, sort your accounts by how many fresh signals stacked up in the last few weeks. Work the top ten. Leave the single-signal accounts on watch.

That one change will move more of your week toward accounts that are actually about to buy, and away from the ones that only looked like it.

See which of your accounts are moving.

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