Your Cold Email Accidentally Told Them You're a Fraud

I was on a group coaching call recently when someone shared their cold email for pharmaceutical deals. High-leverage M&A type stuff. The kind of niche that, if you're actually in it, you know exactly who the players are. You've probably already worked with some of them.

The email started with: "I came across your company and wanted to reach out."

I stopped him right there.

Not because the rest of the email was bad - it wasn't. Not because the offer was weak - it was actually solid. I stopped him because that one line, that completely forgettable, totally standard, everybody-uses-it opener, had just accidentally confessed something he didn't mean to confess.

It told his prospect: I found you on a list this morning.

What "I Came Across Your Company" Actually Says

Think about what you're claiming when you say you specialize in high-leverage pharmaceutical deals. You're saying this is your world. You know the landscape. You know who the serious buyers are, who the serious sellers are, which distributors matter, which commercial teams are worth connecting with.

If that's genuinely true - if you've spent real time in this space - then you don't "come across" anyone. You already know them. You've known the top firms for years. They're on your radar not because you ran a search this morning, but because you're actually inside the industry.

"I came across your company" is the opener of someone who just bought a list, fed it into Instantly or Smartlead, and hit send. And the people you're emailing - the ones in pharmaceuticals, in M&A advisory, in any tight-knit B2B niche - they know exactly what it means too. They get these emails constantly. They read the first line and they immediately file you under "vendor who found me on a database."

The moment that happens, you're done. You're not a specialist. You're a stranger who ran a scrape.

Why This Problem Is Worse in Niche Markets

In a wide-open market - say, you're emailing every e-commerce brand with over 50 employees - "I came across your company" is just kind of generic. It's weak, but it doesn't actively destroy your positioning because you're not claiming deep insider expertise in e-commerce specifically.

But the moment you say your niche is pharmaceutical deals, or fintech exits, or anything that implies years of domain knowledge, you've set an expectation. The prospect is now reading your email through a very specific lens: Does this person actually know my world?

And then they hit "I came across your company" - and the answer becomes instantly no.

You haven't just failed to impress them. You've actively undermined the one thing your entire pitch was built on. The expert positioning collapses. What's left is a generic vendor trying to get a meeting.

That's not a subject line problem. That's not a deliverability problem. That's a trust problem - and it happened in the very first sentence.

The Fix Is Embarrassingly Simple

When I pointed this out on the call, my suggestion was straightforward: remove the opener entirely and just assume the relationship.

If you specialize in high-leverage pharmaceutical deals, you already know the top companies. So write like you do.

Don't say: "I came across your company and was impressed."

Say something like: "Big fan of what you've built - would love to talk about what a deal structure could look like for your commercial team."

Or even shorter. Skip the compliment entirely and just go straight to the point. The specificity of your offer, combined with the confidence of someone who doesn't need to explain how they found you, does more trust-building than any opener line ever could.

Expertise doesn't "come across" things. Expertise already knows them. Write like that.

This Shows Up Everywhere - Not Just Pharma

The guy on the pharma call isn't alone. I see this exact mistake on coaching calls every week, across every niche imaginable.

I had another person on the same call pitching LinkedIn advertising services to software development agencies. His email opened with: "I came across your company name and was impressed by your growth and achievements."

49% open rate on that campaign. Good deliverability - only 2 bounces out of 280 sends, well within normal range. The infrastructure was fine. But only 280 sends. Way too small a sample to know if the script was working, and the opener was doing him no favors.

His offer was actually solid. He was pitching sponsored content, sponsored InMail, LinkedIn display ads - and he clearly had experience running these for other software agencies. But the email was written like generic advice anyone could find with a ChatGPT prompt. Tip one. Tip two. Tip three. Paragraphs describing tactics. No results. No proof. No reason to believe any of it came from actual experience.

I told him: the only thing ChatGPT can't clone is your exact client results. So why are you hiding them?

Instead of "use LinkedIn Sponsored InMail to reach decision makers in your industry" - say this: "A client of ours is currently spending a few thousand a month on Sponsored InMail and making $32K consistently with this strategy." One sentence. Actual number. Actual outcome. Suddenly you sound like someone who's been doing this, not someone who read about it.

That's the version of the email that builds credibility. And it doesn't start with "I came across you."

One-Sentence Case Studies Beat Three-Paragraph Explanations Every Time

Here's the thing most people miss when they're trying to prove expertise in a cold email: length is not proof. Paragraphs are not proof. Tip lists are definitely not proof.

Proof is a specific result you can attribute to specific work.

The LinkedIn ads guy had results. I pushed him on it in the session. He'd turned a profit for over 30 software agencies with LinkedIn display campaigns. He had a client making $32K a month consistently off Sponsored InMail. That's real. That's verifiable. That's the kind of thing a genuine expert would know because they lived it - not because they Googled it.

One sentence: "We've run LinkedIn display profitably for over 30 software agencies and have it down to a science. Want to talk?"

That's the whole email. You don't need the tips. You don't need the three-paragraph breakdown. You don't need to teach them LinkedIn strategy in the cold email - that's what the sales call is for. You just need them to believe you're real. One sentence case study. Done.

The rule I use: if your result can be described in one sentence, describe it in one sentence. Don't expand it into a paragraph trying to sound impressive. The compression itself signals confidence. Confident people don't over-explain.

If you need help structuring outreach that leads with proof instead of preamble, grab my Top 5 Cold Email Scripts - they're built on this principle.

Your Lead List Is Also Telling the Story

There's a second layer to this fraud signal that most people don't think about: your lead list itself can expose you.

If you're genuinely an expert in pharmaceutical deals, your list should look like it. Director of Business Development. VP of Commercial Operations. Senior leadership at firms that actually do the size of deals you're claiming to specialize in.

If your list is just "CEO of any company with pharma in the description" - that's another tell. Your targeting is as generic as your opener.

For the LinkedIn ads person on that same call, I pushed him on this too. He was targeting CMOs and Directors of Marketing at software development agencies. I told him to switch to Directors of Business Development instead. Most agencies - especially ones in the 20+ employee range - don't have effective CMOs. Or if they do, those people are either brand new or so senior that they're unlikely to respond to cold outreach. Directors of Business Development are the real buyers in that world. Targeting them sends a signal: this person knows how our industry is structured.

Same idea. Different layer. The list is part of the pitch.

When you're building that list, tools like ScraperCity's B2B email database or the Apollo scraper let you filter tightly enough to actually reflect niche targeting - by title, company size, industry - so the list itself looks like it was built by someone who knows the market. That matters more than most people realize.

Volume Covers Mistakes - Until It Doesn't

Here's what trips people up: if you send 280 emails and get a 49% open rate, you might think the script is working. You're getting opens. People are reading it.

But opens aren't meetings. And 280 sends isn't enough data to know anything. I told the LinkedIn ads guy: if you're running 10 sending domains, you can do at least 50 sends a day per domain. That's 500 a day. Run that for a week and now you have real data - real signal on whether the script converts or whether you need to go back and fix it.

At 280 sends, the sample is too small to trust. You might be telling yourself "the script works, I just need more time" when actually the script has a fundamental positioning problem that's bleeding meetings. You won't know until you've sent enough to separate noise from signal.

This is one of the reasons I keep hammering on volume. It's not just about reach. It's about getting enough data, fast enough, to make real decisions. Small samples let bad scripts hide. You'll have a gut feeling something is working because a few people opened it - but those opens might be curiosity, not credibility.

Once you have a script that's been tested at real volume and you know it converts, that's when you scale it to other channels. The person running LinkedIn ads - once we fix the opener and tighten the case studies - that script works on email, on LinkedIn outreach, on everything. But find the winner first. Don't scale a guess.

What "I Came Across" Is Really Doing to Your Positioning

I want to be direct about why this matters so much, because it's easy to dismiss as a stylistic quibble. It's not.

Cold email works - I've helped over 14,000 clients book over 500,000 sales meetings using it. I've built and exited companies off the back of it. We closed $600,000 in annual recurring revenue in 60 days once with a cold email system that was dialed in. I've seen it work in industries people said it couldn't work in.

But cold email works because it can establish trust fast. Not fake trust. Real trust. The kind that makes a stranger read your email and think: "This person gets my world. I should talk to them."

That trust is entirely built on credibility signals - and it's entirely fragile. You have maybe one sentence to establish it before the person decides whether to keep reading or delete you. "I came across your company" spends that sentence doing the opposite of establishing trust. It actively signals that you don't know them, that you found them arbitrarily, and that the rest of the email is probably just as generic.

Everything after that opener - your case study, your results, your offer - has to fight uphill against the first impression you just created. Sometimes it wins. Usually it doesn't.

Fix the opener. Write like you already know the room. Because if you actually specialize in something, you do.

How to Audit Your Own Emails Right Now

Pull up whatever cold email script you're running today. Read the first sentence out loud. Ask yourself one question: does this opener make me sound like I found them this morning, or like I've been watching this industry for years?

If the answer is "found them this morning," rewrite it. Here's the frame I'd use instead:

• Skip the "I came across" entirely. Jump straight to the reason you're reaching out, phrased as if you already belong in this space.
• Lead with a one-sentence case study. Not a description of what you do - a result you've already gotten for someone like them. One sentence. Specific number. Done.
• Let the subject line carry the discovery. If you need to signal you found something interesting about their company, put that in the subject. The body of the email is where you establish that you know what to do about it.

And make sure your lead list reflects the same level of specificity. If you're reaching out to pharmaceutical companies, you should know exactly what title the right buyer holds at a firm that size. If you're pitching LinkedIn services to software agencies, you should know that Director of Business Development is the title you want, not CMO.

All of this feeds the same signal: I know this world.

For a more complete look at how to structure campaigns like this from list to close, the Enterprise Outreach System walks through it in detail. And if you want to make sure your follow-up sequence doesn't undo all the work your opener does, grab the Cold Email Follow-Up Templates - same principle, same level of specificity required throughout the whole sequence.

The Bottom Line

Your cold email is making an argument. The argument is: I know this industry well enough that you should spend 30 minutes talking to me about it.

Every line of that email is either reinforcing that argument or undermining it. "I came across your company" undermines it. Not a little. A lot. It's the first sentence, which means it does the most damage when it's wrong.

You've probably sent hundreds - maybe thousands - of emails with this opener. Some of them worked. But if you're sitting there wondering why your reply rate is stuck, why you're getting opens but not meetings, why people seem to read your stuff but not respond - this is one of the first places I'd look.

The fix isn't complicated. Write like you already know the room. Because if your niche expertise is real, you do.

And if your niche expertise isn't real yet - if you're still building it - that's a different problem, and the opener is the least of your worries. Fix the offer first. Then write the email from that place of genuine authority. That's when the whole thing starts working.