Scaling up Content Operations with AI and automation
Challenge
A fast-growing B2B marketing agency faced spikes in demand and were unable to hire enough copywriters. In addition, training freelancers on their bespoke processes left them over-stretched, at risk of losing valuable client work and in some cases missing important campaign deadlines.
The agency approached AI Catalyst Partners to explore the use of Agentic AI solutions that could be managed by the existing copywriting team to codify and scale up their content production and proofreading activities.

Solution

We partnered with the senior copywriter to understand how their content production processes worked from receipt of a client brief all the way to the final deliverables. The agency team had different types of client briefs from short-form demand generation campaigns to long-form whitepaper and report writing. The agency team’s processes relied heavily on several documents and templates that were created and shared by different SMEs including their clients. More importantly, all assets produced had to then be handed over to an activation team (sometimes within the clients’ organisations) who would deploy them accordingly.
AI Catalyst Partners developed a multi-client content production platform powered by AI agents and LLM APIs. The solution enabled the agency team to ingest client briefs, trigger industry research via LLM tooling, generate draft assets based on structured templates and store everything in client-specific vaults. A FinOps dashboard tracks usage and AI spend by client, while built-in conversational chatbot guides team members through each ABM, demand-gen or event campaign step.
Results
The team had significantly scaled up their capacity once they developed their own templates libraries and started using it for more creative content projects. "Our new AI-power content production platform let us scale capacity overnight with no major disruption to our processes. We are already exploring how to expand it usage to other use cases."
- 20% more projects delivered without additional headcount.
- 15% lower content-production spend that to real-time FinOps visibility.
- Increased scope of platform adoption from content production to market research and generation of insights.

“
We've worked closely with AI Catalyst Partners to develop a bespoke AI copywriting tool that will drive significant value across our business. They’ve been incredibly friendly, patient and well-organised throughout, taking the time to truly understand our needs and collaborate closely with our team. Their combination of domain expertise and practical thinking meant we were able to move quickly and land on a solution that genuinely works.
”
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