The Trade Desk’s Kokai AI and the Impact of Biased Inventory on Retail Media

The Trade Desk's Kokai AI and the Impact of Biased Inventory on Retail Media

The Trade Desk’s Kokai Faces Bias Concerns

The Trade Desk, a major player in the programmatic advertising space, has deployed Kokai, an AI-driven platform designed to optimize media buying. However, Kokai has recently come under scrutiny with allegations that its inventory selection favors certain supply-side platforms (SSPs) or publishers over others. This perceived bias raises questions about the fairness and neutrality of AI-powered programmatic advertising tools.

Understanding the Programmatic Inventory Challenge

Programmatic advertising depends on automated systems to select inventory from a broad ecosystem of SSPs, aiming to deliver value to advertisers while maximizing publisher reach. When AI algorithms like Kokai skew inventory selection towards preferred sources, advertisers may not receive the most competitive or relevant placements. Likewise, SSPs and publishers outside favored circles face disadvantages, undermining a healthy marketplace and restricting competition.

Retail Media’s Stake in Transparent Programmatic

Retail media networks are increasingly adopting programmatic buying to scale ad revenue and better target consumers. For brands and agencies investing in retail media, biased inventory limits the potential to effectively engage shoppers across diverse retail environments. Transparency in how AI platforms select inventory is essential to build trust in retail media programmatic. Without it, retail media networks risk alienating advertisers and SSP partners seeking fair competition and performance-driven outcomes.

Ensuring Fair Play in the Future of Ad Buying

As retail media expands its use of programmatic technology, industry stakeholders must advocate for clear standards and transparency in AI-driven inventory decisions. Addressing biased inventory selection is vital to protect the interests of advertisers, SSPs, and retail media networks alike. Maintaining open, accountable ad buying practices will support sustained growth and market confidence in retail media’s evolving programmatic landscape.