Improve your products with Upgini

1. Fake reviews can mislead consumers.
2. Fake reviews can harm the reputation of your business.
3. If fake reviews go undetected, it can erode trust in your service.

Create an ML application that will check every review and reviewer profile. The main task of this application is to block fake reviews. The target accuracy for such a system is 95%.

1. Upgini lets you achieve best-in-class accuracy of fake review detection due to independent benchmarks using large language models (LLMs), GraphNNs and recurrent neural networks (RNNs)

2. Upgini enriches input text reviews with contextual information from external data sources and generate more accurate features that you could generate by yourself

3. Upgini provides automated feature generation from the text of reviews: you could collect 200+ extra features with good fake detection power.

4. Upgini enriches your reviewer profile with new external data: more than 7 000 features available

https://medium.com/towards-data-science/automated-feature-engineering-in-python-5733426530bf

1. The user who posts an advertisement may incorrectly evaluate the cost of their product or service
2. Provide the user with an automatic assessment of their product or service based on the texts of the advertisement, and next time he will come back to you

Develop a service that determines the optimal price based on advertisement texts

1. Upgini lets you achieve best-in-class accuracy for price optimization based on feature extraction from the texts due to independent benchmarks using large language models (LLMs), GraphNNs, and recurrent neural networks (RNNs).
2. Upgini enriches input texts with contextual information from external data sources and generates more accurate features than you could generate yourself.
3. Upgini provides automated feature generation from review text: you can collect 200+ additional features with good price estimation power.
4. Upgini enriches your reviewer profile with new external data: more than 7,000 features are available.

There are several methods that competitors may use to attack each other:

1. Manipulating reviews
2. Manipulating ordering

These attacks can result in a drop in sales.

Develop an AI service that will check every order and every review for competitor attack.

Upgini lets you enrich your systems with new relevant external data that may help you to identify competitor attack by IP-address, user geo position or email: more than 7,000 features are available.