Photo: Daniela Paola Alchapar / Unsplash
THE CAPACITY
CRUNCH
Nobody calls it a crisis. Four separate research bodies have now measured it as the normal condition.
Global employee engagement fell to 21%. 44% of US employees report burnout. Among marketers specifically, 58.1% felt overwhelmed in the past year. And 42% of the workforce reported burnout at an all-time high for that measure.
Four organisations, four methodologies, four different populations — Gallup, SHRM, Marketing Week and Future Forum — arriving at the same place. This isn't a bad quarter. It's how the work is structured.
And now AI is being sold as the fix. More output, faster, with the same headcount, the same agency relationships, the same admin load. So this report asks the harder question, chapter by chapter: the contradiction at the center of the industry, the talent being wasted on the wrong work, why outsourcing keeps failing, and — the sharpest data in this report — whether AI is actually lowering the temperature, or just turning up the burner while telling everyone to relax.
Consider this the third in Quickads' report series, alongside At the Breaking Point and Cutting Through the AI Hype — same rigor, this time pointed at the people doing the work, not just the output.
Photo: Magnus Jonasson / UnsplashTHE
CONTRADICTION
Everyone's fine. Everyone's burned out. Both are true at once.
Ask any single company about burnout and you get an anecdote. Ask four independent research bodies across tens of thousands of workers, and you get a condition.
Four different methodologies, four different populations, four different years. The shape of the answer never changes.
When this many independent measures land in the same place, burnout stops being a story about individual resilience and starts being a story about how the work is structured.
Photo: Simonetta Pugnaghi / UnsplashWater doesn't announce the exact second it starts boiling. Neither does a team.
By the time nearly half a workforce reports burnout, the heat has been building for years — it just wasn't anyone's job to watch the temperature.
Burnout shows up on the balance sheet before it shows up in an exit interview.
Gallup's foundational burnout research put numbers on what burned-out employees actually do next. They don't announce it. They quietly start looking, and they start calling in sick.
The fix for a team this stretched was never "ask them to do more, faster." It's removing the work that shouldn't require them in the first place.
"Five weeks in, CAC is down 55%, repeat purchase is up 2.4×."
Photo: Alexandre Daoust / UnsplashTHE TALENT
TAX
The best people on the team are doing the least valuable work.
Output expectations tripled. Budgets moved by single digits. That gap is the talent tax, and skilled people pay it in the work they don't get to do.
Creative wears out fast, and the platforms punish you for it. That's what's driving the volume — not ambition.
Meta's own analytics team measured it: the average ad impression has already been seen 4.2 times, and more than 19% have been seen five times or more. By the fourth exposure, the likelihood of a conversion has dropped by about 45%. Adding fresh creative to fatigued ad sets improved conversion by roughly 8% in high-fatigue cases.
So the volume isn't vanity. It's the cost of staying visible — and it lands on the same finite team.
Photo: Frantisek Duris / UnsplashGive one person 40 gauges to watch and they'll spend all day checking dials instead of running the plant.
That's the talent tax in a single image: skilled operators reduced to reading meters, when the job was supposed to be judgment.
Wasted talent doesn't just feel bad. It shows up on the balance sheet, in turnover that was mostly avoidable.
At least 4 in 10 workers, managers and executives say they "always" or "often" feel exhausted or stressed.
Deloitte, with Workplace Intelligence, Workplace Well-being Survey, June 2024 (n=3,150)63% of all 2024 employee exits were preventable — driven by career stagnation, work-life imbalance and management failures.
Work Institute, 2025 Retention ReportReplacing a skilled employee costs 50-200% of their annual salary, depending on seniority.
SHRM, "The Myth of Replaceability," Jan 2025It's removing the volume of low-value production work that never needed a skilled creative to begin with — so the people you already have can do the work you hired them for.
"Pure magic for marketers — the kind of tool you can't imagine working without."
Photo: Micaela Parente / UnsplashTHE AGENCY
PROBLEM
Outsourcing was supposed to be the release valve. For most teams, it isn't working.
When teams hit capacity, they outsource. Most aren't happy with how that's going, either.
Production has quietly eaten the media budget. It used to be a tenth of it.
The old planning rule of thumb put production at around 10% of media spend. As budgets fragmented across more channels and formats while production costs held, that ratio climbed — to the point where ratios of 50% or higher are now observed. Half the money going to making the thing rather than showing it to anyone.
McKinsey's estimate of how much marketing spend is simply inefficient: 10–20%.
TrinityP3, "Working vs Non-Working Marketing Spend in the AI Era," Aug 2025 — expert industry analysis rather than a sampled survey · McKinsey & Company, "Beyond belt-tightening," June 2023
Photo: Denny Müller / UnsplashBrands have been quietly moving away from the traditional agency model for two decades. 2025 is just the steepest point on the curve.
66% of major multinational brands now have an in-house agency, a 16-point jump since 2020 — with cost efficiency (83%) and agility (76%) cited as the top drivers.
World Federation of Advertisers & The Observatory International, "Global Trends in Agency In-housing," Dec 2023 (n=45 multinationals, ~$60B combined spend)77% of client-side marketers cite underperforming or low-quality campaigns as a key reason they left an agency; 39% of CMOs plan to cut their agency budget allocation this year.
Digiday Research, "Why clients leave their agencies," 2019 · Gartner, 2025 CMO Spend Survey, via Chief Marketer, May 2025 (n=402)The real fix is a fourth option: an AI-and-human layer that behaves like an extension of the in-house team, without the agency-relationship failure modes above.
72% less time spent on ad creation, without handing the work to an outside agency.
Photo: Dave Meckler / UnsplashTHE AI
OPENING
AI promises to lower the temperature. So far, it's mostly turning up the burner.
When AI is designed into the process rather than bolted onto it, the gains are large, real and published by the companies themselves.
Photo: Jahhid Fitrah Alamsyah / UnsplashNotice what those four companies have in common. None of them bought a tool and hoped. Each rebuilt the workflow around AI first, then measured what came out.
That distinction is the entire difference between the numbers above and the numbers on the next screen.
Independent research on actual AI use paints a messier picture: for most workers, AI hasn't reduced the workload. It's raised the bar for what "enough" looks like.
Time saved by AI isn't reliably flowing to higher-value work, either: among AI users, time spent on routine admin tasks rose 37% instead of falling.
Slack Workforce Lab, June 2024 Workforce Index (n=10,045 desk workers)The people getting the most out of AI are also the most burned out.
Getting more done, faster, hasn't translated into feeling better about the work.
The same research that surfaced the workload problem also found a clear positive case, for the workers using AI the way it's meant to be used.
Among AI "power users," 92% say it makes an overwhelming workload more manageable; 90% say it saves them real time.
Microsoft & LinkedIn, 2024 Work Trend IndexDesk workers using AI report a 23-point improvement in their own ability to manage stress; 81% say it's improving productivity.
Slack Workforce Lab, June 202465% of employees at organizations that have actually adopted AI — not just given access to a tool — report real productivity gains.
Gallup, "Rising AI Adoption Spurs Workforce Changes," April 2026 (n=23,717)It's whether the organization redesigned the workflow around AI, or just bolted it onto the one that was already overheating. That's exactly what Quickads is built around — not another tool to learn, a system built around ad performance data from the start.
Photo: Ekanta Datta / UnsplashHOW TO
ACTUALLY FIX IT
Three structural changes, not three more tools.
Get skilled people off unskilled work.
Output demands have tripled while budgets moved by single digits, and creative now refreshes every three days instead of every nine. Neither of those numbers gets fixed by hiring more people to do the same low-value tasks. It gets fixed by removing the tasks.
68% faster creative turnaround — the production layer AI should be handling, freeing skilled people for everything else.
Quickads helped us translate 150 years of craftsmanship into creative that actually performs on Meta and Google — without losing the soul of the brand.
Replace the agency relationship. Don't just review it.
77% of marketers who left an agency cite underperforming work as a key reason, and the market has already voted with its feet toward in-housing for two decades. The answer isn't a better agency search — it's a model that acts like an extension of the team, the way Quickads' 30M+ ad intelligence library and strategists who've managed $100M+ in ad spend are designed to.
Redesign the workflow before you add the tool.
The gap between AI power users who feel relief (92% manageable workload) and everyone else who feels crushed by it (77% increased workload) isn't about which tool they picked. It's whether AI was designed into how the team actually works, or handed to them as one more thing to manage on top of everything else.
"Quickads turned our ad workflow from a grind into a growth loop."
PRESSURE DOESN'T
ANNOUNCE ITSELF.
Every number in this report is the same system, decades in the making: more channels, more formats, thinner staffing, agencies that don't quite fit, and now AI raising the bar before it's lowered the workload. None of that gets solved by one more headcount request or one more vendor demo. It gets solved by removing the work that never needed a burned-out expert doing it in the first place.