What a Gold-Standard Cold Email Reply Rate Looks Like
Gong’s own analysis of its dataset, more than 28 million cold emails, found a reply rate of 10% or higher marks a top-performing rep, what the company itself calls the gold standard. The average rep in that same dataset sends 344 cold emails to land a single meeting, a booking rate of roughly 0.29%.
The gap between average and top performers is wide by Gong’s own numbers: top reps get 4.2 times more replies than the average rep, and top-quartile reps book 8.1 times the meetings of an average performer.
How an Executive Buyer’s Reply Rate Differs
Gong’s companion research, an analysis of more than 1 million executive sales cycles conducted with sales expert Jen Allen-Knuth, found C-level executives are 30.2% less likely to reply to a cold email than non-executive contacts. For a SaaS company selling into a CTO or VP Engineering, a title a technical buying committee usually includes, that lower baseline is worth planning around before a campaign launches, not after open rates come back weak.
Length matters on top of title. Reply rates drop sharply once an email passes 100 words, and the 50 to 100 word range performs best across Gong’s dataset. A technical buyer already skimming a full inbox of vendor pitches is not the audience for a long feature list.
What SaaS-Specific LinkedIn Outreach Returns
Expandi’s dataset, covering 13.2 million connection requests sent between May 2025 and April 2026 and reported by Overloop, breaks results out by industry. SaaS and software comes in with the lowest InMail response rate of any industry measured, 4.77%, a gap Overloop attributes to channel saturation on a platform where a technical buyer already fields several vendor InMails a week.
Once a connection is accepted, the numbers improve. Post-connection message reply rate for SaaS and software sits at 8.8%, and the connection-request acceptance rate itself runs 27.5%. That sequence, a request, an acceptance, then a message, is a longer path to a reply than a single cold email send, even where the eventual reply rate looks respectable.
Why These Two Datasets Are Not a Clean Head-to-Head
Gong’s 28-million-email figure is a general B2B cold-email benchmark. Gong’s own customer base skews toward tech and SaaS revenue teams, but the dataset itself is not filtered to SaaS buyers specifically, that skew is an inference, not a stated scope in Gong’s own reporting. Expandi’s LinkedIn figures, by contrast, are industry-scoped to SaaS and software by design.
The comparison also mixes performance tiers. Gong’s 10%+ figure describes top performers; Expandi’s SaaS rates are not broken into top-versus-average cuts at all. A single, precise “email beats LinkedIn by 2x” ratio built from these two datasets would overstate the precision either one offers on its own.
Where the Comparison Still Points
Directional signal remains, even without a single blended ratio. Gong’s top-performer cold-email reply rate, 10% or higher, sits above Expandi’s SaaS-specific LinkedIn post-connection reply rate of 8.8%, and well above SaaS-specific InMail response at 4.77%. Measured against LinkedIn’s better-performing metric, post-connection messaging rather than cold InMail, top-tier cold email still comes out ahead.
That does not make LinkedIn a channel to skip. A 27.5% connection-request acceptance rate for SaaS and software is a real audience a company can build over time, simply a slower, multi-step path to a reply than a single well-targeted email.
What Changes the Calculus for a Technical Buyer
This is reasoning, not a cited statistic. A technical buyer, an engineer, an IT lead, a CTO, tends to filter vendor outreach harder than a generalist business buyer, having seen more cold pitches and built a faster sense for a templated one. A message that demonstrates real familiarity with their stack or their problem has a better shot at clearing that filter on either channel than a generic feature pitch does.
The channel choice itself may matter less than what most companies assume. A technical buyer who ignores a cold email is not automatically easier to reach on LinkedIn; a connection request accepted out of politeness rarely means the follow-up message gets read. The 30.2% executive reply penalty above applies regardless of which channel carries the message.
Where a Real Conversation Still Wins
Cold email and LinkedIn both remain real channels with measurable reply rates on their own. What neither can do is adjust in real time to a reply, ask a clarifying follow-up question, or read hesitation in a response the way a live conversation can.
Human + AI SDRs text a prospect directly, a real conversation replacing a one-way email or InMail send. For a technical buyer already filtering hard against templated pitches, a message that can respond to what they say next is a different kind of outreach than either channel measured above.
Sources
The external data in this article draws on the sources below. Figures described in the text as estimates or industry triangulations are directional and are not attributed to a single dataset.
- Gong, Does Cold Email Even Work Any More? Here’s What the Data Says
- Gong, Do Execs Really Reply to Cold Email? Here’s What the Data Says
- Overloop, LinkedIn Outreach Benchmarks 2026: Acceptance and Reply Rates