What needs to be in place before ai marketing solutions begins?

We begin by reviewing marketing workflows, approved data sources and review requirements. We check what you already have before recommending new assets, systems or supporting work. Deployment requires suitable data permissions, clear evaluation examples and human ownership of consequential outputs. Missing access or ownership is identified before delivery commitments are finalised.