# AI Evaluates 1 Million Reviews to Identify the Best Smartphones: Unexpected Findings
In the rapidly changing landscape of smartphones, selecting the ideal device can be quite challenging. With fresh models emerging annually, each flaunting advanced features, it’s easy to feel daunted by the vast array of choices. To aid consumers in making knowledgeable selections, a data scientist adopted an innovative strategy: employing AI to scrutinize more than 1 million online reviews of smartphones. The outcome? It may surprise you.
## The AI-Driven Smartphone Assessment
Reddit user **eneskaraboga** set out on a quest to discover the best smartphones on the market by utilizing AI. With the help of **ChatGPT GPT-4o mini**, the data scientist harvested and examined upwards of **1.1 million reviews** from numerous platforms, including Google Reviews, Amazon, eBay, Verizon, and AT&T. The objective was to pinpoint the leading smartphones based on five crucial categories that are of utmost importance to consumers:
1. **Value for Money**
2. **Performance**
3. **Design**
4. **Battery Life**
5. **Camera Quality**
The AI was programmed to extract both positive and negative sentiments from the reviews within these categories. For instance, if a review highlighted that the camera was superb but the cost was excessive, the AI would allocate a positive score to the camera and a negative score to the value aspect.
## Cleaning the Data
Prior to delving into the analysis, **eneskaraboga** and a partner dedicated time to refining the data to ensure precision. Reviews shorter than 20 words, containing irrelevant characters, or lacking proof that the reviewer had actually used the device were discarded. Furthermore, reviews that dealt with matters unrelated to the phone itself, such as delivery issues or problems with resellers, were also eliminated.
Following this thorough cleansing process, approximately **30%** of the initial 1.1 million reviews were found to be relevant and utilized in the final analysis.
## The Unexpected Findings
With the refined data at their disposal, the AI produced a ranking of the best smartphones released from **2022 to 2024**. The findings were surprising, with **Samsung** taking the lead in the top positions. Here’s an overview of the top three smartphones based on the AI’s evaluation:
1. **Samsung Galaxy S24 Plus**
2. **iPhone 14 Plus**
3. **Samsung Galaxy Z Flip 6**
While it’s anticipated that Samsung and Apple would lead the charge, the **iPhone 14 Plus** ranking higher than the **iPhone Pro** models was unexpected. Additionally, the **Samsung Galaxy Z Flip 6**, a foldable device, claimed the third position, indicating the rising appeal of foldable smartphones.
Notably, the **iPhone 16** models were omitted from the analysis, as they were too new to have gathered sufficient reviews at the time of the study.
## The Best and Worst Smartphones
The AI analysis not only spotlighted the top smartphones, but it also revealed the least performing devices. At the bottom of the ranking was the **Google Pixel 7 Pro**, with the **iPhone 15 Pro** closely behind. Despite being premium models, these phones garnered lower overall sentiment scores, especially in facets like value for money and performance.
Here’s a glimpse of the **least favorable smartphones** based on the AI’s findings:
1. **Google Pixel 7 Pro**
2. **iPhone 15 Pro**
3. **Samsung Galaxy Z Fold 6**
The **Google Pixel 7 Pro**’s low rank was especially surprising, given the favorable reception it received from tech reviewers upon its launch. Nonetheless, the AI’s analysis indicates that consumer sentiment may not always reflect professional opinions.
## The iPhone SE: A Potential Treasure?
One of the more fascinating results from the AI analysis was the performance of the **iPhone SE** models. According to **eneskaraboga**, the **iPhone SE** consistently outshone more expensive iPhones in terms of overall satisfaction. This implies that consumers who prioritize value for money may perceive the **iPhone SE** as a more suitable alternative to the pricier **iPhone Pro** models.
Indeed, the **iPhone Plus** models, like the **iPhone 14 Plus**, achieved higher scores in value for money compared to the **iPhone Pro Max** models. This suggests that spending more on a smartphone does not necessarily guarantee higher satisfaction, even if the device offers greater power and features.
## Constraints of the AI Analysis
Although the AI-driven analysis yields valuable insights, it’s crucial to recognize certain limitations. **ChatGPT**, like all AI, is not flawless and may err. Additionally, online reviews are inherently subjective, and the AI’s analysis is founded on the sentiments exhibited in these reviews. Consequently, the rankings may not be entirely impartial.
Furthermore, the analysis solely considered reviews that referenced the five pivotal categories (value
