Feature Sentiment Analysis | Wireless Speakers

We use Speciate AI’s feature sentiment solutions to assess the sentiment and frequency of comments about product features at the category level. We provide a point in time analysis so you can see what buyers think is important now, and a time-series analysis so that you can see what features are becoming more or less important over time. We provide the weighted average sentiment score for products in the category so you can benchmark your performance.

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FEATURE	Sound Quality	Bluetooth	Portability	Price	Range	Apps	USB	Design	Broken	Durability	Streaming	Compatibility	Battery Life	WiFi	Trusted
SCORE	3.02	1.44	3.45	2.48	2.52	-0.71	-0.42	2.78	-1.24	3.05	1.07	-2.39	0.92	5.31	7.61

Frequency of Mentions

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The total number of mentions for features by month across all products in the category.

Frequency of Mentions (#) - Experiential Features (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Frequency of Mentions (#) - Technical Features (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Feature Sentiment

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The Sentiment Score is the average sentiment for the product features weighted by the feature-related sentence count across all products.

Experiential Feature Sentiment (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Technical Feature Sentiment (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Product Level Feature Sentiment & Frequency Of Mentions

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Frequency of Mentions is the count of sentences in reviews that mention specific products. The Sentiment Score is the average sentiment for the products weighted by the sentence count for the product.

Frequency of Mentions (#) - By Product (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Feature Sentiment - By Product (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Top Product Feature Drill Down

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Shows the monthly frequency of mentions and sentiment for the product feature with the highest number of mentions by product.

Frequency of Mentions (#) - Sound Quality (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.

Feature Sentiment - Sound Quality (Monthly - 2017)

Graph Controls: This graph is interactive. You can hover over the plot points for more information, interact with the key to highlight specific features, or zoom in and out and move the graph itself.