A Disharmonious Dance: Imagine an application that suggests irrelevant products or a chatbot that spreads misinformation. These failures are not just technical errors, but they reveal a disconnect between the user experience and the data that shapes the AI.

When we interact with AI, we give it cues to interpret our context and needs. However, the burden falls on us to decipher the structure and information that the AI requires. The responsibility should lie with design teams, especially UX teams.

UX and Data: An Inseparable Pair: The crisis of identity in UX is solved by understanding the power of data and the decisions surrounding it. While data can intimidate designers, by focusing on the user’s context and intent, everything makes sense.

The Need for Context: AI models, like humans, need context to make sense of situations. If the prompts are confusing, the responses will not be helpful. Like with clients, you need clear instructions to generate meaningful results.

The Role of UX Teams: UX teams should be integrated into the AI training process to prevent errors. It is easier to correct errors in the testing phase than in the final interface. Prioritize quality over quantity; incorrect data generates erroneous results. Protecting privacy and aligning AI with user values is fundamental.

Context for AI: Context for AI comes in various forms:

• Prompts: The foundation of AI training. Defining and optimizing them is crucial for success.
• Frameworks and instructions: Guide the AI towards the desired objectives.
• Feedback guidelines: Allow for the evaluation of the AI’s effectiveness.

Scaling Data Creation:

• Synthetic data: Helps to close the content gap.
• Third-party providers: Offer datasets and prompts.
• The crucial role of UX: Creating guidelines, instructions, and examples for these resources.

New Frontiers:

• Scenario frameworks: Facilitate the creation of prompts by considering different variables.
• Risks of human participation: Serve to mitigate sociocultural biases in AI.
• Design responsibility: Where AI presents unprecedented risks. Designers have the responsibility to create safe and responsible AI.

In Summary: AI and context are an inseparable pair. UX teams, by understanding and using data intelligently, are the choreographers who bring this dance to life.

By: Nestor Castillo, ForAllTechNews Director