Maximizing Marketing AI Returns: Avoiding Common Pitfalls

Why You Aren't Getting More from Your Marketing AI
This article, "Why You Aren't Getting More from Your Marketing AI," published on July 1, 2021, by Eva Ascarza, Michael Ross, and Bruce G.S. Hardie, addresses a critical issue in the business world: the underutilization of Artificial Intelligence (AI) in marketing. The authors highlight that a significant majority of companies (fewer than 40%) fail to see substantial gains from their AI investments. This underperformance is often attributed to a few key, avoidable errors.
Key Pitfalls in AI Implementation for Marketing
The article identifies three primary reasons why companies struggle to leverage AI effectively:
- Asking the Wrong Question: Companies often direct AI to solve the wrong problem. This means that even with sophisticated AI tools, the output is misaligned with actual business needs, leading to wasted resources and ineffective solutions.
- Misunderstanding Value and Cost of Errors: There's a failure to differentiate between the value of being correct and the cost of being wrong. Companies tend to treat all prediction mistakes as equally detrimental, without considering the varying impact of different types of errors on the business. This can lead to overly cautious or miscalibrated AI strategies.
- Underutilizing Granular Decision-Making: Many organizations fail to capitalize on AI's ability to make frequent, granular decisions. Instead, they cling to traditional, less frequent decision-making processes, thereby missing out on the agility and optimization that AI can provide.
Achieving Higher Returns on AI Investments
To overcome these challenges and achieve greater returns on AI investments, the article emphasizes the importance of improved communication and strategic adjustments:
- Enhanced Communication: Fostering better communication between marketing teams and data science teams is crucial. This collaboration ensures that AI initiatives are aligned with marketing objectives and that the technical capabilities of AI are understood in the context of business goals.
- Strategic Adjustments: Companies need to actively work towards avoiding the identified pitfalls. This involves:
- Clearly defining the problems AI should solve.
- Developing a nuanced understanding of the costs and benefits associated with AI-driven predictions.
- Integrating AI into decision-making processes to enable more frequent and precise actions.
By addressing these areas, businesses can significantly improve their ability to harness the power of AI in marketing, leading to more effective strategies and a greater return on their technological investments.
Product Details:
- Product #: S21042
- Pages: 8
- Publication Date: July 01, 2021
- MSRP: $11.95 (USD)
Related Topics:
- Data management
- AI and machine learning
- Marketing
- Cross-functional management
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This article provides valuable insights for businesses looking to maximize their AI investments in marketing. By understanding and avoiding common pitfalls, companies can unlock greater efficiency and achieve better results.
Original article available at: https://store.hbr.org/product/why-you-aren-t-getting-more-from-your-marketing-ai/S21042