EXCLUSIVE: How Amazon sees generative AI affecting retail
What can retailers do to prepare for generative AI’s impact?
There are a number of capabilities an organization needs to establish in the data domain to develop an ongoing and comprehensive set of data, especially with unstructured data. These range from collecting and cleaning data through to making it useful, understandable and accessible to those that need it.
Also, retailers need to lean into "test and learn" thinking for AI. Retailers will need to experiment with different models to find the right tradeoff for your use cases. After identifying a use case, bring together the technical and business experts who understand these tradeoffs and are empowered to make a decision. They can iteratively test different size and types of models.
Another consideration for retailers is whether to use a centralized or decentralized AI approach. For example, retailers will likely want to centralize their AI strategy, security, governance processes and development of ethical guidelines and risk management protocols for consistency. The same with building and maintaining the core AI infrastructure and tools.
Decentralized skills and activities could include business domain knowledge, AI application development and data curation and preparation, all closer to the end customers.
It is important for retailers to confront the potential ramifications of incorporating generative AI into their operations, weighing the delicate balance between technological advancement and preserving consumer confidence.
Concerns persist among consumers regarding responsible usage, potential biases, data privacy, and the perceived reliability of AI compared to human interaction. In an industry where consumer trust reigns supreme, safeguarding brand reputation is non-negotiable.
What will be the biggest generative AI trend in retail in the next six months?
I expect retail will see a lot more generative AI integration into traditional technology platforms like Adobe, Salesforce and SAP. I also think we’re about to see an influx of new use cases in retail, specifically around efficiency, cost takeout and supply chain operations.
In supply chain operations, retailers will start to see models improve at making sense of multiple complex data sources and inputs. It's not a question of if AI will be an important part of business and operational strategy in retail, but when. Why wait to lean in?