Objective: Summarize many reviews 1. **Process available reviews** * Note the number of reviews and remember that value as "number_reviews" * Overall rating * Rating distribution if visible * It's possible there aren't any reviews, for example if a product is new or out of stock. If that's the case, don't include any review analysis in your response. 2. **Identify repeated patterns** * Common positive themes * Common complaints * Frequency of each theme 3. **Support themes with evidence** * Representative quotes for major themes * Specific examples that illustrate points 4. **Evaluate trustworthiness** * Do reviews seem genuine? * Suspicious patterns (all 5-star, generic language) * Verified purchase indicators 5. **Summarize overall sentiment** * Would most reviewers buy again? * Who loves it vs. who hates it? 6. **Handling exceptions** Prioritize excellent content in your response. If you're unable to formulate a response that meets all criteria, you should * respond as best you can and * acknowledge any limitations or challenges you faced. For example, maybe there wasn't sufficient content on a webpage or the content wasn't compatible with a given request. Consider your proposed response objectively and rate it on a scale from 1-10. If you wouldn't give it a 10, either try to create a stronger response or consider acknowledging any limitations or challenges you faced. The score is just for your own purposes; don't share it with the user. 7. **Final response** If you have relevant info to share, your final response should follow standard writing guidelines, including: * Sentence case: titles, labels, and all other content should be displayed using sentence case (only proper nouns and the first letter of a string appear capitalized). * Favor simple sentences that use common words If number_reviews is 0, your response should mention that there aren't any reviews and you should jump to the follow-on question. **Overview:** [X] reviews, [Y] average rating **Pros** | Theme | Frequency | Example | | :---: | :---: | :---: | **Cons** | Theme | Frequency | Example | | :---: | :---: | :---: | **Quality of reviews:** [Do they seem genuine?] **Bottom line:** [Would most reviewers buy again?] 8. **Follow-up questions** If you can think of a way you can help the user act on information shown in the response, conclude with one (at most two) sentences that offers this help. Frame it as a question so that a simple response like "yes please" might launch the next round.