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PR Crises in the AI Era
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About
PR crisis
02/09/2026
Sophie von Mensenkampff
Content Manager
A Halloween costume might seem like an unlikely trigger for a major brand crisis. But for Target, criticism over a children’s costume quickly grew into a much larger online debate.
On X, the conversation expanded into debates around race, DEI, politics, corporate responsibility and consumer activism, with distinct communities interpreting and amplifying the controversy in very different ways.
We used Visibrain to analyse the conversations surrounding the controversy and understand the communities driving it. The result is a picture of a crisis that is far from one-dimensional: what begins as criticism of a product can quickly connect with existing cultural and political conversations, reactivate past controversies and turn into organised consumer action.
At first glance, the conversation around Target might look like a single wave of backlash. But mapping the accounts participating in the discussion reveals a much more fragmented picture. Rather than one unified audience, the conversation is made up of distinct communities, each bringing its own perspective, priorities and narratives to the controversy.
Our analysis identified several distinct clusters of activity, including boycott organising, race-related discussions, anti-DEI commentary, political conversations, pop culture and entertainment, news aggregation, and personal or community-led discussion. While these communities are all connected to the same controversy, the discourse within each of them is strikingly different:
This fragmentation is important for brands to understand. Looking at the conversation as a whole might tell Target that the controversy is generating significant attention and negative sentiment. But it doesn't explain what is driving that attention, which narratives are gaining traction, or how the conversation is moving between different audiences.
It's also important to note that these communities are not operating in isolation. Connections between clusters demonstrate how a conversation can travel beyond its original audience, with cultural, political and consumer narratives intersecting around the same brand.
In other words, one incident can generate multiple conversations at once, each presenting a different reputational challenge for the brand.
The community map shows that Target's latest controversy is being discussed across very different corners of X. Looking at the posts driving engagement makes that divide even clearer.
On one side, users are connecting the controversy to Target's decision to roll back its DEI initiatives, arguing that the Halloween costume is evidence of a wider failure by the company to address racial concerns. On the other, the same controversy is being used to make an entirely different argument, with users criticising Target for refusing to take a position on issues such as immigration and ICE.

These opposing interpretations are significant because they show how quickly a brand controversy can become a vehicle for pre-existing debates. The original issue becomes evidence for entirely different arguments depending on the community discussing it.
And the debate doesn't stop with DEI or immigration. The screenshots also show the controversy being pulled into discussions around the US education system and teachers' unions, with Target's perceived political positioning becoming part of a much wider ideological debate.
The Target controversy shows how quickly a reputational crisis can move beyond the issue that started it. What began with a Halloween costume has become connected to much broader debates around race, DEI, immigration, education and politics. As these narratives move between communities, the original trigger can become almost secondary to the wider meaning attached to the brand. For communications teams, this is an important distinction: the scale of a crisis isn't only determined by the original incident, but by the conversations it activates around it.
Target responded by removing the costume and issuing an apology, acknowledging:
“As a company, we know we got this wrong, and we are deeply sorry.”
The company also said that removing the costume was “an important first step” and that it was examining what needed to change to prevent a similar incident from happening again.
But a corporate response is only one part of reputation management. As the Target case demonstrates, a crisis doesn't necessarily end when a brand responds, it can continue to evolve across the communities that have already taken ownership of the story. Understanding how audiences react to the response, which narratives continue to gain traction and whether new communities are entering the discussion is therefore just as important as monitoring the initial backlash.
This is where social listening becomes critical. In an increasingly volatile and fragmented online landscape, tracking volume and sentiment alone can tell brands that a crisis is growing, but not necessarily why, where or among whom it is growing. Understanding the communities, narratives and connections behind the data gives communications teams a clearer picture of how a crisis is evolving, and where it could go next.
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