Is your outreach broken, or is the benchmark wrong?
By Matthew Eagle
Founder, Eagle AI Agency. Eight years as a staffing account executive.
Published . Updated .
The fastest way to wreck a campaign that is working is to measure it against a number that came from somewhere else.
If someone is judging your outreach against a number they saw somewhere else, find out which channel that number came from before you change a single line. Reply rates are set far more by the channel than by the software doing the sending, and a perfectly healthy campaign in one channel will look like a disaster when it is held up against another. The first fix is almost never the copy. It is the comparison.
This came up for us this week. Someone we work with, a genuinely experienced operator, looked at a campaign we were running and said we should be seeing several times the response we were getting. He was not guessing. He had logged into another account that same day and seen the number with his own eyes. His conclusion was that the tool just works, so if we were not near it, the messaging must be wrong.
The number was real. It was also from a different channel entirely. He was looking at messages sent inside a professional network, where the recipient can see your face, your history and who you both know before they decide whether to answer. Our campaign was cold email to people who had never heard of us. Those two things do not live in the same range and they never have. Measured honestly, our campaign had a real problem. Measured against his number, it looked like a catastrophe, and the catastrophe would have sent us tearing up copy that was fine.
Why does the channel matter more than the tool?
Because the channel decides how much context the recipient has before they choose to reply.
That is the whole thing. A message inside a network where someone can see who you are arrives with a small amount of trust already attached. A cold email arrives with none, into a place that is actively hostile to strangers, competing with every other unread thing in there. Same words, same person sending, wildly different outcome. The software carrying the message is a rounding error next to that.
This is why tool comparisons based on reply rate are usually nonsense. When someone tells you their tool gets a certain rate, what they are almost always describing is the channel that tool happens to operate in. Swap the tool, keep the channel, and the number barely moves. Swap the channel, keep the tool, and it moves enormously.
What is a fair comparison?
Compare like for like, on all four of these at once. If any one of them differs, the number is not yours to use.
What has to match for a fair comparison
| What has to match | Why it matters |
|---|---|
| The channel | Decides how much context and trust the message arrives with. The single biggest factor. |
| The temperature of the list | Someone who requested information, met you once, or has never heard of you are three different campaigns. |
| The industry and the seniority | An operations leader at a small firm and a department head at a large one behave nothing alike. |
| The size of the send | Small, carefully built lists reply at a very different rate to large ones. Volume dilutes. |
Most benchmark arguments end the moment you put the two campaigns side by side on those four rows. Usually two or three of them are different, and everyone stops arguing about the copy.
So what do you do when somebody shows you their number?
Ask three questions, in this order, and ask them without being defensive about it. The person showing you the number is usually trying to help.
Three questions to ask about a benchmark
- 1Which channel was that sent in?
- 2Was that list cold, or had those people already interacted with them somehow?
- 3How big was the send?
If you get straight answers and the campaign still matches yours on all three, take the feedback seriously. You have a real problem and a real reference point. If any one of them is different, say so plainly and get the right reference point before anyone touches the messaging.
What if the campaign really is broken?
Ours was, as it turns out. Just not for the reason on offer.
Here is the part worth stealing. When we went looking, we did not reread the draft we had approved. We pulled the actual messages that had landed in people's inboxes and read those instead. Two defects were sitting in there that were not in the draft at all. They had been introduced somewhere between approval and delivery, and every review anyone had done up to that point had been a review of the wrong document.
Everybody proofreads the draft. Almost nobody reads what actually arrived. If a campaign is underperforming and you cannot work out why, that gap is the first place to look, and checking it costs you almost nothing.
The short version
A number from somebody else's account is not a target. It is a data point about their channel, their list and their audience. Borrowing it uncritically is how businesses end up rebuilding things that were working and leaving the actual fault in place for another month.
Get the benchmark right first. Then, if the campaign still looks wrong, go and read what really went out rather than what you signed off.
Questions people ask
Is a low reply rate on cold email always a problem?
Not by itself. Cold email to strangers sits far below what you would expect from a warm introduction or a message inside a network, and that is normal, not a fault. The question is whether it is low against other cold email sent to a similar list, not against anything else.
My advisor keeps quoting a tool that gets a much higher rate. Are they wrong?
Probably not about their own number. They are almost certainly right about what they saw. What is usually wrong is the assumption that the number transfers to a different channel. Ask which channel it came from and the disagreement tends to resolve itself.
How do I know whether the copy is actually the problem?
Rule out the boring causes first. Confirm the messages are genuinely being delivered, confirm they are reaching the people you meant to reach, and read the versions that actually arrived rather than the draft you approved. Copy is where people look first because it is the most interesting explanation, not because it is the most common one.
Should I just use whichever channel has the highest reply rate?
No, because the highest-reply channel is usually the one with the tightest limits on how many people you can reach in a day. The right mix depends on how many conversations you need and how much of your own time you can spend. That is a planning question, not a tooling one.
If you are trying to work out whether your outreach is underperforming or just being measured against the wrong thing, that is a short conversation and worth having before you rebuild anything. Book a call.
More notes
- What stops AI outreach from sending the wrong message?This week a prospect received our AI's private note about them as the opening message of a sequence. Here is how it got through, how we made sure it was the only one, and what checks the words now.
- Why do verified emails still bounce?This week a list that passed two separate email checks still bounced hard enough to stop its own campaign. Here is what the checks missed, and what we now run before every send.
- How do you move to a new CRM without losing your history?We moved a small firm's years of CRM history into a new system and checked every record. The next day they told us the notes had not come over. They had.
- Why did the link in your email open a warning page?We approved an email with a clean payment link. Our customer clicked it and landed on a warning page instead.
- Can you use AI on work that is under an NDA?A confidentiality agreement that never says the word AI can still rule out the tools you were about to use.
- Do more pages actually help your website rank?The advice to publish more assumes pages are the unit of measurement. They are not, and a site full of near identical pages can be worth less than a site with a handful of good ones.
- How do you check if your cold email is going to spam?We spent days proving our email was landing in spam. Every test was pointed at a kind of mailbox almost nobody on the list used.
- Should a staffing firm hire a recruiter or rent a desk?Most small staffing firms are not short of a recruiter. They are short of a recruiter they can afford to carry while one ramps.
- Why does AI make things up, and how do you stop it?A model handed something unusable does not stop. It produces something plausible, and it will produce a different plausible thing the next time you ask.
- What breaks when you automate a process nobody is watching?Automation rarely fails loudly. It fails quietly, and keeps reporting that it is fine.
- Why did your cold outreach run out of leads?Usually it is not the message. You have simply run out of people to send it to.
- Do you need to hire a salesperson, or a system?The honest answer depends on one thing, and it is not budget.
- What do you do about sales when you are already at full capacity?The trap is not that you are too busy. It is that being busy feels like being safe.
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