Signals
Funding Rounds Are a Commodity Signal
The signals that still work are the ones nobody can buy off the shelf.

Tim Burnham
Founder & CEO
September 1, 2026
Every list I have bought had the same three columns.
Funding round. Headcount change. New job title.
The simple idea
If a signal is for sale, your competitors have it too.
So you all find the same company in the same week and send the same message about the same funding round. The prospect gets eleven versions of "congrats on the raise" and answers none of them.
The signal is real. The advantage is gone.
There is a second problem. Those signals run out. You work the cohort, you burn it, and then you wait for the next hiring wave.
How it applies
The signals that still work are the ones that take work to build.
Not clever work. Boring work. A record that lives on a government website. A permit. A filing that only exists in one state's register. A story in a local paper. A support end date buried in a vendor's documentation.
Nobody sells these because they are annoying to collect. That is exactly why they work.
The friction is the point. It is the only part a competitor cannot copy by opening their laptop and buying a seat.
What I found
One team I work with qualifies an account on a number that only exists inside a government portal.
Their reps were pulling that number by hand. Open a government site, find the record, get past a CAPTCHA, check two or three entries, decide whether the account is worth a call. Then start over on the next one.
They had a couple thousand accounts on the books. They could actively watch about twenty.
That is not a messaging problem. Nobody needed a better subject line. They needed the research to happen without a human doing it, so the same team could cover thousands instead of twenty.
When we built that, nothing about their pitch changed. Their coverage did.
Ask this about your best closed deal: what had to be true for that company, before they needed us? Then ask where that fact gets written down in public. That second answer is your signal source. It is usually a website nobody in your industry has thought to read.
How it works
Start from the moment, not the data. Write down the event that makes a company need you. New equipment. A new location. A system reaching end of support. A cost cutting push. A rule change in their state.
Find where that event becomes public. Almost everything leaves a paper trail. Building permits. Government records for what a company owns. State registers for filings. Local news for openings and closings. Vendor documentation for end of life dates.
Read the change, not the level. A big number on its own is a fit signal. A number that moved this quarter is a timing signal. Timing is what you are buying.
Then scrape it, on a schedule. Weekly is usually enough. Push the result into whatever list your team already works from, with the reason attached in plain language so a rep can use it in a sentence.
A few more that came up when I listed these out with other people doing this work. Job posting trends over time, so a team that was hiring ten finance people and is now hiring zero. Layoff announcements, which for the right seller means cost cutting mode and a receptive buyer. A new plant opening. Even satellite images of a facility over time, which somebody had genuinely used.
The limit
Custom scrapers break.
Government sites redesign, add a CAPTCHA, move a table. When that happens, the signal silently stops arriving and nobody notices for three weeks.
So budget for maintenance and put an alert on the volume. If yesterday's run returned zero rows and last week's returned 400, something is broken and you want to hear about it that morning.
That is the real cost of a signal nobody else has. Somebody has to keep it alive.
Worth it, in my experience. But go in knowing.
Working on something like this? Tell us what's slow and we'll tell you what we'd build.
