AIF-C01 Question 158
Single answerA retail company is using a foundation language model to power its customer support chatbot. The goal is to improve user engagement by reducing response times and increasing customer satisfaction. After deployment, the company observes a reduction in average response time but no significant improvement in customer satisfaction scores. Which approach should the company take to determine if the foundation model effectively meets the business objectives?
- A
Analyze the chatbot's conversation logs to identify if responses are contextually relevant and helpful.
- B
Replace the foundation model with a rule-based system to simplify troubleshooting.
- C
Evaluate the model's performance using metrics like accuracy and F1-score.
- D
Conduct customer surveys to understand user sentiment and identify improvement areas.
Show answer and explanation
Correct answer: A
Explanation
To determine whether the foundation model effectively meets business objectives, it is essential to assess its real-world application performance. By analyzing the chatbot's conversation logs, the company can directly evaluate the relevance and helpfulness of the responses, which are critical factors for improving user engagement and satisfaction. While other approaches like customer surveys or technical metrics may provide supplementary information, they do not offer direct insights into how the model performs concerning the stated business objectives.
- A. Correct.
Analyzing conversation logs allows the company to assess whether the model's responses align with customer needs and expectations. This directly evaluates if the model is meeting business objectives like user engagement and satisfaction.
- B. Incorrect.
Replacing the foundation model with a rule-based system is premature without first understanding the root cause of the issue. Rule-based systems are less flexible and may not address the stated objectives effectively.
- C. Incorrect.
Metrics like accuracy and F1-score are useful for evaluating technical performance but may not directly correlate to business objectives like user engagement and satisfaction.
- D. Incorrect.
Customer surveys can provide insights into user sentiment, but this approach is more indirect compared to analyzing conversation logs to assess the model's contextual relevance and helpfulness.