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The True Cost of Traction

Introducing the Signal Cost Principle: every customer signal has a cost, and that cost determines its predictive value.

Richa Sati · Jul 2026 · 16 min read
Listen · 23:44
IBR verdict: Foundational Framework
the cost of traction

Warning: after reading this, you’ll never look at a dashboard the same way again.

It takes about 15 minutes to read. It may save you three years building the wrong thing.


The One Question

Two founders walk into two different investor meetings on the same morning.

The first founder opens with a screenshot.

100,000 people on the waitlist. A LinkedIn post with 40,000 views. A launch that “broke the site.”

The room nods. The graph goes up and to the right. Everyone feels good.

The second founder opens with a sentence:

“Eleven customers fired their existing vendor to switch to us. Nine have already renewed.”

No screenshot. No viral graph. Just eleven names.

One of these founders has traction. The other has a mirage.

And the strange part is this: almost everyone in the room is wired to be more impressed by the first one.

The number is bigger. The story is louder. The graph is prettier.

But bigger, louder, and prettier are not the same thing as true.

There’s one question that separates the two; a question that, once you start asking it, you can’t stop asking it about everything:

“What did it cost the customer to send this signal?”

That’s the whole idea. Everything else in this Review is a footnote to that question.


Signal Strength ∝ Signal Cost

Here’s the principle in its purest form. Frame it. Tattoo it. Put it above your dashboard.

The strength of a customer signal is proportional to what it cost the customer to send it.

A like costs a thumb-twitch. A purchase costs money. A renewal costs a year of continued trust. A vendor replacement costs budget, politics, and a career-risk bet by whoever championed you inside the company.

Those signals are not equal. They were never equal.

We just pretend they are, because the cheap ones are so much easier to collect.

This is what I’ve come to call the Signal Cost Principle (SCP), and once you install it, the entire noisy world of “traction” quietly reorganizes itself into a single ladder.

I know it when I see it. Soon you will too.

But before I explain it, let’s see it in action.


Part 1: The Principle in the Wild

The easiest way to feel the Signal Cost Principle is to look at four companies everyone celebrates and notice that the number they got famous for is almost never the number that convinced them internally.

The public story is always the cheap signal. The real story is always the expensive one.

Dropbox didn’t win because of its waitlist

The Dropbox launch is startup folklore.

In 2008, Drew Houston posted a three-minute demo video to Hacker News and Digg, stuffed with inside jokes for exactly that crowd. He hoped it might nudge the beta waitlist from 5,000 up to maybe 15,000.

Overnight, it hit 75,000.

That’s the number everyone quotes. That’s the number in every “growth hacking” deck for the last decade.

It’s also not why Dropbox won.

Because joining a waitlist takes four seconds. Leaving costs nothing. Forgetting you ever signed up costs nothing.

The waitlist measured curiosity, not demand.

What actually mattered came later (and it was expensive):

People installed Dropbox on every device they owned.

They trusted it with their real files. Their photos. Their taxes. The stuff you don’t hand to software you don’t believe in. They invited colleagues, because switching where your work lives requires trust.

They came back every single day.

Those were the signals that built a multi-billion-dollar company. The waitlist just got people to the bottom of the ladder. The climbing is what counted.

Slack didn’t count signups. It counted 2,000 messages.

Slack grew like a wildfire. It would have been the easiest thing in the world for Stewart Butterfield’s team to get drunk on registered-user counts.

They didn’t.

They went hunting for the expensive signal hiding underneath the cheap one. And they found a very specific number:

2,000 messages.

Any team that had exchanged 2,000 messages had genuinely tried Slack: really tried it. And here’s the part that matters:

93% of teams that crossed 2,000 messages were still using Slack.

Getting one colleague to test a tool is cheap. Getting a whole team to send 2,000 messages means people changed their habits. Managers backed it. Email workflows got abandoned. The organization rewired itself around the product.

That’s not a signup. That’s a commitment. And commitment (not registration) predicted who would stay.

Slack wasn’t unusual in finding a “magic number.” It was unusual in being honest about which number actually cost something:

  • Twitter learned its number was 30 follows.
  • Facebook’s was 10 friends in the first week.

Notice the pattern. None of the magic numbers are “signed up.” Every one of them is a behavior that costs the user real effort, the moment they stopped visiting and started depending.

Zoom wasn’t measuring downloads

When the pandemic hit, Zoom downloads went vertical. Millions of people installed it in weeks.

Impressive headline. Useless signal.

Because downloading Zoom during a lockdown cost you nothing. Everyone did it. Your gym did it. Your grandmother did it. Your kid’s third-grade teacher did it.

The signal that built the business wasn’t the download. It was recurrence:

Did organizations keep scheduling on Zoom every single week? Did whole companies standardize on it? Did customers renew their licenses after the offices reopened and they no longer strictly had to?

Downloads created the headlines. Renewals created the enterprise.

One was free to send. The other cost money, every year, on purpose.

Superhuman asked the one question that costs something

Rahul Vohra, founder of Superhuman, spent 2017 hunting for a way to measure product-market fit instead of arguing about it.

He found his answer in a question created by Sean Ellis (the same growth thinker who ran early growth at Dropbox and Eventbrite).

Most founders ask users: “Do you like the product?”

Liking is free. Everyone likes everything. It’s the cheapest signal on Earth.

Ellis asked something that costs the user a flicker of genuine emotion:

“How would you feel if you could no longer use this product?”

Three options. Not disappointed. Somewhat disappointed. Very disappointed.

Only one answer counts: very disappointed.

Across hundreds of startups, Ellis found the threshold. If more than 40% of your users would be very disappointed to lose you, you have product-market fit. Below 40%, you’ll struggle to grow.

Why does this work when “do you like it?” doesn’t?

Because disappointment has a cost. It forces the customer to imagine giving something up. You can’t fake the wince.

When Superhuman first ran it, they scored 22%. Not fit. Vohra didn’t launch. He used the score to rebuild. (For reference: when someone ran the same test on Slack users, 51% said they’d be very disappointed. That’s what genuine fit feels like.)

Preference is cheap.

Loss is expensive.

Superhuman deliberately measured the expensive one.

Four companies. Four cheap signals the world remembers. Four expensive signals that actually built the business.

None of them ignored growth. They just refused to be fooled by the signals that were too cheap to trust.

That refusal is the entire discipline.


Part 2: The Commitment Ladder

Every customer signal sits somewhere on a ladder.

At the bottom: the signals that cost almost nothing to send.

At the top: the signals a customer would only ever send if they meant it.

The rule for reading the ladder is simple:

The lower a signal sits, the more cautiously you should interpret it. The higher it sits, the more confidently it can guide a real decision.

Once you have the ladder in your head, something shifts.

You stop asking “How many people did this?”

And you start asking “How far up the ladder did they climb?”

That single reframing changes almost every conversation you’ll ever have about traction.


Part 3: Why Cheap Signals Fool Smart People

If expensive signals predict better, why do smart founders keep chasing cheap ones?

Because cheap signals have three seductive properties: They are abundant. They are visible. And they arrive fast.

A dashboard that refreshes every hour feels like progress. A waitlist that grows daily feels like momentum. A LinkedIn post with 3,000 reactions fires the exact same dopamine as a real customer win: for free, and without the customer risking anything at all.

Humans are wired to mistake movement for momentum.

And the cruel twist is that the easiest signals to collect are almost always the weakest signals to trust.

This produces a specific, nameable failure. I call it: False Traction

Let’s define it precisely, because a vague phrase is useless and a sharp concept is a tool:

False Traction = assigning a customer signal more predictive value than its cost justifies.

Read that again. False traction is not fake demand. Those 75,000 Dropbox signups were real people. The 40,000 views on your post are real eyeballs.

False traction is misinterpreted demand. It’s treating a cheap signal as if it were an expensive one.

Every founder meets this trap. Some spot it in month two. Many are still fooled in year three, optimizing a metric that was never predictive in the first place.

Here’s the line to remember: The cheaper a signal is to send, the more expensive it becomes to believe.


Part 4: The Four False Traction Traps

Once you look at the world through signal cost, the same mistake appears everywhere: in consumer apps, in enterprise sales, in your own head.

It’s always the same error wearing four different costumes.

Each trap follows the exact same anatomy. Learn the rhythm once and you’ll diagnose all four on sight:

The cheap signal → why founders believe it → why it’s actually weak → the expensive signal that actually matters.

Trap 1: The Applause Trap

The signal: A founder posts a demo. 25,000 views. Hundreds of comments. Thousands of likes. Investors slide into the DMs. The dashboard lights up like a slot machine.

Why founders believe it: It looks exactly like validation. Public. Loud. Instant. The whole internet appears to be nodding.

Why it’s weak: A like costs a thumb-twitch. A comment costs a sentence. A share costs slightly more. None of it requires the person to change behavior, spend money, or take on a shred of risk. It’s an expression of interest, not evidence of demand.

The expensive signal that matters: What did anyone actually sacrifice because of that post? Did a single person give up time, money, convenience, reputation, or an existing habit? Attention lowers your future cost of acquisition, that’s real, and worth having. But attention is not demand. Demand begins the moment a customer voluntarily gives something up.

The wrong question: “How many people liked this?”

The right question: “What did anyone sacrifice because of it?”

Trap 2: The Friendly User Trap

The signal: Encouraging feedback, everywhere. Friends love it. Ex-colleagues promise they’ll use it. Early testers rave. Advisors say the market looks huge.

Why founders believe it: It feels like a chorus of validation from smart people who know you. And it’s sincere, nobody is lying. People genuinely want you to win.

Why it’s weak: Encouragement costs nothing. Your friend loses nothing by telling you they’d buy. They only lose something when they actually buy. This is why customer interviews mislead so reliably, imagining a purchase is dramatically cheaper than making one, so people wildly overstate their future behavior. Behavior has always been more honest than intention.

The expensive signal that matters: Replace every hypothetical question with one that has a price tag attached.

Not “Would you use this?” → but “Would you put down a deposit today?”

Not “Does this solve your problem?” → but “Can we schedule the rollout for next month?”

One question measures an opinion. The other measures a commitment.

Real customers rarely lie. But hypothetical customers almost always do.

Trap 3: The Waitlist Mirage

The signal: A waitlist climbing by hundreds a day. Thousands of names. A graph so clean that investors ask for a screenshot and founders can’t stop posting it.

Why founders believe it: Number goes up. Every day. Growth you can watch in real time is intoxicating.

Why it’s weak: Joining a waitlist is one of the cheapest commitments a human can make. Leaving costs nothing. Ignoring the launch email costs nothing. Changing your mind costs nothing. A waitlist measures curiosity, and curiosity is not demand. (Remember Dropbox: the 75,000 wasn’t the signal. It was the doorway to the signals that mattered.)

The expensive signal that matters: For any waitlist, ask one question, how many people climbed the Commitment Ladder after joining? How many installed, paid, returned, referred? If the answer is “very few,” you didn’t have traction.

You had marketing.

Trap 4: Pilot Purgatory

The signal: The enterprise dream. A big customer agrees to a pilot. Internal champions are thrilled. Meetings multiply. Feedback glows. Everyone’s excited.

Why founders believe it: A logo you recognize is “testing” your product. It feels one signature away from revenue. The deck now has a Fortune 500 name on it.

Why it’s weak: Months pass. The pilot is declared a “success.” Revenue never arrives. Because a pilot usually carries almost no organizational risk, it’s a sandbox, a maybe, a nobody-gets-fired experiment. It is not a purchasing decision, and founders constantly mistake one for the other.

The expensive signal that matters: Moving from pilot to procurement is where the real cost lives: budget approval, legal review, security sign-off, executive sponsorship, technical integration, and someone staking their reputation on you. That jump is expensive, which is exactly why it predicts revenue. And the most expensive move of all: replacing an incumbent. The best enterprise companies don’t optimize for pilots. They optimize for replacement, because tearing out a vendor you already pay for is one of the strongest signals a customer can voluntarily send.

Whenever a founder tells me they have twenty successful pilots, I ask one question:

“How many replaced someone’s existing solution?”

The answer usually tells me everything.


Part 5: The Pattern Behind Every Trap

At a glance, the four traps look unrelated.

One is about social media. One is about customer interviews. One is about waitlists. One is about enterprise sales.

They are the same mistake in four disguises: Each one assigns too much predictive value to a signal whose cost is too low.

The Signal Cost Principle doesn’t claim likes, interviews, waitlists, and pilots are worthless. Every one of them carries information. The error isn’t using them, it’s trusting them like they cost more than they did.

Every metric belongs somewhere on the Commitment Ladder.

Sit near the bottom → interpret with suspicion.

Sit near the top → act with confidence.

And once you see the world this way, the reflex changes for good. You stop asking “How many people did this?” and start asking “How much did it cost them to do it?”


Part 6: The Five Laws of Signal Cost

A principle you can’t remember is a principle you won’t use. So here it is compressed into five laws: the ones I actually return to when I look at a startup, a campaign, a hire, or an investment.

Law 1: Never optimize a cheap signal

Every business has metrics that are easy to move. Traffic. Followers. Views. Downloads. Waitlists.

The problem isn’t that they’re useless. The problem is that they’re easy to manufacture, and the moment a metric becomes easy to manufacture, it becomes worthless for making decisions.

Cheap signals should create curiosity. They should never create confidence.

Law 2: Every metric should move customers up the ladder

Marketing isn’t the goal. Sales isn’t the goal. Even usage isn’t the goal.

The goal is progression. Awareness → curiosity → conversation → payment → renewal → advocacy.

Healthy companies aren’t built by maximizing one number. They’re built by moving customers steadily up the Commitment Ladder, one more expensive rung at a time.

Law 3: Friction isn’t always the enemy

“Reduce friction” is the most repeated advice in startups. Usually correct. Not always.

Because friction is also a filter.

A security review filters serious enterprise buyers from tire-kickers. A deposit filters intent from curiosity. A procurement process filters organizational commitment from experimentation.

The best companies remove the friction that wastes time, and keep the friction that generates information.

Sometimes the obstacle isn’t slowing your growth. Sometimes it’s revealing it.

Law 4: Marketing creates attention. Commitment creates businesses.

The internet, the algorithms, and the media all reward one thing: visibility. And visibility has never been cheaper.

But businesses aren’t built on visibility. They’re built on the things an algorithm can’t manufacture: purchases, renewals, referrals, vendor replacements.

Those are the signals that compound. Everything else merely raises the odds they might happen.

Law 5: The strongest signal is the one the customer didn’t have to give

The very top of the ladder is rarely a number inside your analytics tool.

It’s the customer who introduces a colleague without being asked. Who renews before the contract expires. Who rips out an incumbent nobody told them to rip out. Who expands usage across their team on their own.

No survey prompted it. No incentive bought it. It happened because the value was undeniable.

The strongest evidence of demand is the commitment a customer chooses to make when nobody is measuring them.


Part 7: Beyond Startups

I built the Signal Cost Principle working with founders. But the strange thing is how quickly it stops being about startups.

Because everywhere you look, people mistake cheap signals for meaningful ones.

  • An interview is not an accepted offer.
  • Investor “interest” is not a signed term sheet.
  • Someone reading your proposal is not someone allocating budget.
  • A promise is not a purchase.
  • “We should get coffee sometime” is not a friendship.

The framework never changes. Only the signals do.

Recruitment, investing, sales, hiring, fundraising, even your relationships, all of it runs on the same physics. Once you start asking what a signal cost the other person to send, you can’t switch it off. You’ll catch yourself ranking every gesture in your life by its price.

That’s not cynicism. It’s clarity.


Final Thoughts: The Truth Customers Can Afford

We live in an economy drowning in signals. Every platform ships another dashboard. Every dashboard spits out another graph. Every graph promises another “insight.”

And abundance created a brand-new problem: we’ve become world-class at measuring activity, and we’ve forgotten how to recognize commitment.

The Signal Cost Principle is an attempt to give that distinction back to you.

It doesn’t say likes, waitlists, pilots, surveys, and signups are meaningless. They all matter. They simply matter in proportion to what they cost.

So the next time a dashboard tells you your business is on fire, pause before you celebrate. Ask the one question this entire essay was built around: What did it cost the customer to produce this signal?

If the answer is “almost nothing”, you’ve learned almost nothing.

If the answer is “they risked money, time, reputation, or the wrath of their own organization”, you may have just found something worth building a company around.

Because here’s the thing about customers that never stops being true:

Customers don’t lie. They just tell the truth in proportion to what it costs them to tell it.

The cheaper the signal, the cheaper the truth.

Charge more. Listen closer. And only celebrate the signals someone had to pay to send.


The Signal Cost Principle (SCP) and the Commitment Ladder are part of the Ikana Business Review body of original frameworks. If this Review changed how you read a single number on your dashboard, send it to a founder who’s about to trust the wrong one.

Written by

The author of this Review

Richa Sati

Richa Sati

Founding Partner & COO

Designs and leads the systems that turn strategy into scalable execution. Shapes positioning and go-to-market architecture across companies. Editor-in-Chief at Ikana Business Review, defining its editorial and strategic direction.

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