A study by WSJ Intelligence and the agency Code and Theory, released in early October 2026, finds that large US companies use an average of 183 AI tools, yet only 15% of that investment operates as a unified system. The survey covered 801 C-suite executives.
What happened
The report is titled «The Orchestration Gap: Why AI Investment Isn’t Driving Enterprise Performance.» The white paper is dated October 5, 2026, and its findings were publicized on October 7. It was produced by WSJ Intelligence, a unit of The Wall Street Journal’s advertising department, and Code and Theory, a digital transformation agency within Stagwell.
The survey polled 801 C-suite executives (CEOs, CTOs/CIOs and CMOs, roughly one-third each) at US companies with at least $500 million in annual revenue. It was conducted in June 2026.
Key data
- Companies use an average of 183 AI tools and platforms.
- Only 15% of AI investment operates as a unified system; 85% describe their AI stack as disconnected or siloed.
- One in four companies say no one is accountable for AI orchestration.
- 73% say their customer-facing channels lack a fully unified data model and brand architecture.
- Only 17% have a formal approach to ensuring AI systems represent their brand accurately.
- 94% agree better coordination would help grow the business, and 85% say AI must deliver measurable ROI.
Among the barriers cited (multiple answers allowed), corporate culture and mindset leads at 61%, followed by data fragmentation (58%) and technology and infrastructure (56%). Only 7% of CMOs named the CMO as accountable for AI, while 42% of CEOs named the CEO.
Context and caveats
The study should be read with caution. All figures are self-reported executive perceptions rather than audited measures, and the report neither establishes causation nor reports a margin of error. Code and Theory also sells services that address the problem the paper describes.
Still, the diagnosis matches other data from the same week: a survey cited by The Martech Weekly found that only 10.8% of AI agent initiatives reached full-scale production, and 40.2% of martech leaders cannot show a clear financial contribution from AI.
In the words of Dan Gardner of Code and Theory, «buying more tools will not reveal that potential.» IBM’s Jonathan Adashek said that when 85% of organizations say their AI technology is disconnected or siloed, «the answer cannot be another tool.»
Strategic takeaway — Studio 24-7
Most businesses don’t have an AI shortage; they have a system shortage. Adding tools without an owner, connected data and a defined path from acquisition to conversion produces activity, not results. That is the difference between improvising and building.
For a business owner or marketing team, the concrete move is to audit what is already in use, define who is accountable for the whole, connect customer data in one place, and only then add a new tool, with a business metric tied to each one. Strategy before execution; systems before improvisation.
Sources
- PPC Land — 1 in 4 big US firms has no one in charge of AI, Code and Theory finds (October 11, 2026)
- MarTech — AI budgets are growing faster than proof of ROI (week of October 9–16, 2026, per the MarketingProfs roundup)