
An enterprise ecommerce company had invested in AI content tools, but legacy processes and creative team resistance meant the tools were creating more work than they saved. We didn't just fix the technology. We fixed the way people worked with it.
The company had purchased enterprise AI content tools with the expectation that they'd accelerate content production across marketing, merchandising, and digital. Instead, the tools became a source of friction.
Legacy processes, built over years around designers and copywriters, made AI activation feel like bolting a jet engine onto a bicycle. Content still needed to flow through the same approval chains, the same templates, the same review cycles. Adding AI into those workflows didn't save time. It added steps.
Worse, the creative team actively resisted adoption. Designers and writers saw AI as a threat, not a tool. Without clear process changes that addressed their concerns and their actual pain points, the tools sat largely unused while leadership wondered why the ROI wasn't materializing.
We didn't start with the technology. We started with the people and the process, because that's where the real blockers lived.
We conducted deep-dive sessions with stakeholders across marketing, merchandising, and the digital team. Not just leadership, the people doing the work. We mapped every content workflow end-to-end: who touches it, where it stalls, what's painful, and what they actually need.
We redesigned the underlying workflows first, eliminating redundant approval loops, consolidating duplicated efforts, and streamlining handoffs. These changes freed up real time and reduced frustration before AI was ever mentioned.
With process improvements creating visible relief, the creative team had breathing room to listen. We introduced AI as a tool that handles repetitive work (variant generation, SEO metadata, descriptions) so they could focus on high-value creative work.
We built role-specific training programs, created prompt libraries calibrated to their brand voice, and established clear guardrails. The team didn't just adopt the tools. They started requesting new AI capabilities.
The technology is rarely the blocker. The process and the people are. We fix the way your team works with AI so the investment actually pays off.
* Client name and identifying details have been anonymized to protect confidentiality. Results and engagement details are based on real project outcomes.