Knak survey finds 85% of marketing teams missed a launch date
A new Knak survey of more than 300 enterprise marketing leaders found that 85% missed at least one planned campaign launch date in the past year. Demand Gen Report first covered the survey on August 4, 2026. The delays trace back to production bottlenecks, not weak strategy or a lack of creative ideas.
What the Knak survey found about missed launch dates
The survey, published in Knak’s report “Marketing Production in the Age of AI,” found delays concentrated in three areas: getting approvals and sign-off (47%), creative production (38%) and coordinating work across teams (36%). One in 10 marketing teams miss a launch date more than five times a year.
The report also measured how much work goes into a single email. Sixty percent of teams need four or more people to produce one email, and 69% say emails require two to three rounds of revision before they go out. Based on U.S. Bureau of Labor Statistics pay data, Knak estimates that adds up to roughly $300 in internal labor costs per email send. More than half the teams surveyed, 54%, use three to five separate tools to produce a single email, and 51% still run approvals through email or Slack threads instead of a dedicated workflow tool.
On AI specifically, 70% of teams have deployed it somewhere in production, most often for draft copy generation, cited by 64% of respondents, and image generation. But 88% say AI-generated output still needs moderate to substantial human editing before it is ready to launch. AI is getting teams to a first draft. It is not getting them to a launched campaign.
Who reported the Knak survey findings
Demand Gen Report’s James Hickey covered the survey on August 4, 2026, drawing on Knak’s full report. Knak CMO Jennifer Delevante is quoted directly in that coverage describing where the gap sits.
Why the Knak survey matters for B2B marketing teams
Marketing organizations have spent two years being told AI would free up time for strategy. This survey is one of the more direct data points showing that promise has not landed yet, at least not in production. It lines up with other recent findings about the gap between having AI tools and having a functioning system. A CMO Council audit found that only 1 in 4 marketing leaders call their martech stack highly advanced, with most still fighting fragmented data and disconnected tools, a pattern the Knak data reflects in how many separate tools teams juggle to send one email. Separate research also found that even as B2B buyers increasingly use AI to research vendors, they still trust humans to make the final decision, reinforcing that human judgment remains the bottleneck and the safeguard at both ends of the funnel. A recent Anteriad report similarly found that data quality and buying-group alignment, not creative output, separate top-performing B2B marketing teams from the rest.
Talking Shift: AI drafts faster, but launching still runs on people
Start Some Shift sees this survey as evidence that most marketing teams bought a drafting tool and called it a production system. Getting to a first draft faster does not remove the approval chain, the tool-switching or the revision rounds that come after. “Teams keep buying tools that get them to a draft and leave them stuck before launch,” says Lara McCulloch, President of Start Some Shift. Established B2B brands that want AI to actually save time need to fix the handoffs between drafting and launch, not just the drafting step itself.
What B2B marketers should do about production bottlenecks
Marketing leaders can use this data to audit where their own campaigns lose time.
- Map how many people and tools touch a single asset from draft to launch, since 60% of teams need four or more people for one email alone.
- Count your average revision rounds per asset and compare it to the 69% benchmark reporting two to three rounds.
- Move approvals out of email and Slack threads and into a dedicated workflow tool if more than half your sign-offs still happen informally.
- Set clear editing standards for AI-generated drafts before rollout, since 88% of teams still need moderate to substantial edits before launch.
- Track missed launch dates by cause, not just by count, to see whether your delays sit in approvals, production or coordination.
- Treat AI adoption metrics with caution if you are only measuring draft generation, since that stage is not where most teams lose time.
What to watch next on marketing production bottlenecks
Watch whether vendors start marketing AI tools specifically for the approval and handoff layer, rather than draft generation alone. Watch too whether next year’s version of this survey shows the missed-launch-date rate improving as more teams address the production layer directly.
