#  Semantic Map 

Silk Data utilizes the potential of semantic mapping through the combination of Machine Learning and AI-augmented search. Our engineers and data scientists developed an application driven by AI, and now the experts can easily navigate between papers and distill the required knowledge. Process the texts with the help of our software and get a deeper understanding and detailed visualization of their semantic relations.

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###  What Is a Semantic Map and How Does It Work? 

**Semantic Map** is a tool that provides visual representation of relations and patterns between different pieces of information. It’s commonly used in **education** (primarily, linguistics and language learning) and **advanced data analytics**, as it helps to both clarify and classify relations between multiple data items. For example, you can classify huge and complicated documents by topic, building a clear visual knowledge hierarchy.

Our solution takes this technology to the next quality level through AI usage.

A well-designed combination of ML techniques and AI-powered search allows to automatically identify relations between texts and map them by semantically related keywords. To display relations, semantic map generates ‘clots’, or dense areas in the map, associated with the key topics of any document in the collection. At the end, the user gets visual representation of the data patterns.

The area of usage for this technology is vast, and its implementation can help to solve various tasks.

With our semantic map you can:

1. Detect trendy social media topics **by grouping posts into clusters and semantically sort them**.

2. Improve customer experience **gathering and classifying multiple user reviews and applications by topics**, making the information convenient for further analysis.

3. **Label automatically detected groups of similar documents** in batches for more convenient work.

## Semantic Map Strong Sides

###  Workflow Optimization 

Our tool provides full automation in the process of data processing, analyzing large amounts of textual content. In further perspective it saves hundreds of working hours for human specialists.

###  High Quality Analysis 

A well-trained AI-model allows to analyze data and provide results with **&gt;98% accuracy rate.**

###  Semantics and Context First 

The common problem related to all known approaches of studying based on keywords and topic analysis – one term can be used in different contexts. The important feature of our solution is that it takes context and surroundings of the keywords into consideration. As a result, keywords that are not explicitly used in the document but important for semantic core are displayed.

**Want to try it?
Find out our product abilities and discuss how it can help you.**  [Try free demo](https://wikipedia2021.silkdata.ai/map/word "Semantic Map Wikipedia demo") Contact us 

## Industries You Can Apply Semantic Map to

###  Business Consulting and Analytics 

When it comes to building efficient business strategy, our tool is indispensable. For example, you can analyze financial reports or market conditions data, and the results will be automatically visualized. As a result, you’ll have detailed structure of the most vital business variables, which will improve decision making processes.

###  Marketing 

Seeing the visual demonstration of information patterns based on AI-powered search and analysis of the most vital data, you’ll optimize your marketing and content strategies.

Gather social media reports, customer reviews and present trends, find connections between vital insights and be able to enhance your sales.

###  Education 

There’s hardly a sphere that could benefit more. Whether you learn foreign languages, write scientific reports and reviews or study an academic course, semantic map is a tool that will make the process easier and more efficient.

Identify patterns and relations between knowledge and information pieces to get proper understanding of a subject.

###  Publishing 

Writing an article and need to analyze invoices and find patterns between them? AI-powered search with semantic map representation is a perfect way to achieve high quality and consistency of the content.

##  Look at Our Expertise 

We’ve prepared two demo versions for you!

Number one is based on the entire **English Wikipedia** and was already tested with several Swiss and Austrian publishers. Here we present how different documents, topics, fragments and keywords are semantically interconnected and co-related.

The second one is dedicated to Covid-19. You’ll see how experts can study Covid-related academic papers by providing a **navigable and structured 2-D representation** of the entire collection of documents.

This solution is based on analysis of more than **30 000 scientific papers** dedicated to Covid-19 – the amount that could take lifetime of several specialists to read through.

As you may see, the technology automatically identifies relations between texts and generates data ‘clots’, maps or webs, associated with the key topics of any document in the collection, where every dot represents a single document.

You may notice that the same keywords may appear in several places on the map and at a rather far distance from one another.

This is the display of one of solution features. Technology studies keywords **in specific contexts** solving the common problem of studying – usage of terms in different contexts. Moreover, Covid semantic map displays keywords which might not be explicitly used in the document, but which have semantic proximity to a core text.

"Many people find semantic maps convenient and efficient tools for study and research. We have applied our comprehensive experience in AI solutions development to take this technique to the next level. Our solution aims to relieve specialists from time-consuming data search and research and visually display information patterns for further usage."

Yuri Svirid, PhD. — CEO Silk Data

[Yuri Svirid, PhD. — CEO Silk Data](https://www.linkedin.com/in/yurisvirid/) 

## Frequently Asked Questions

###   How Many Texts Can Be Loaded?  

We have already processed millions of documents, and our solution can work with the data amounts of various scales downloaded in formats like PDF and DOC. Moreover, it’s recommended to provide as many documents as possible at the initial stage to properly train the AI model.

###   What Benefits Can I Get from Using Your Product?  

Two main benefits are that our product saves time, sparing you from time-consuming operations and provides visual demonstration of data patterns and hierarchy which is very useful for proper understanding and further analysis.

###   Can I Ask for Additional Support When the Tool Is Implemented?  

Of course. We provide comprehensive support for the project after its launch, including updates to the data and the integration of new requirements.

###   What are the integration capabilities of your semantic map?  

Our solution provides convenient implementation into applications and customer software via API integration. Through that, semantic map capabilities can be used for content moderation and knowledge management in entertainment, social media, education, customer support and many other fields.