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 <!doctype html><html lang="en"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name="description" content="An open source API to convert natural language into actions."><meta name="author" content="NLPCraft."><title>Apache NLPCraft - Natural Language Interface</title><link href="//netdna.bootstrapcdn.com/bootstrap/4.1.0/css/bootstrap.min.css" rel="stylesheet"><link href="//use.fontawesome.com/releases/v5.7.1/css/all.css" integrity="sha384-fnmOCqbTlWIlj8LyTjo7mOUStjsKC4pOpQbqyi7RrhN7udi9RwhKkMHpvLbHG9Sr" rel="stylesheet" crossorigin="anonymous"><link href="/ext/syntaxhighlighter/styles/shCoreNLPCraft.css" rel="stylesheet" type="text/css"><link href="/ext/syntaxhighlighter/styles/shThemeNLPCraft.css" rel="stylesheet" type="text/css"><link href="//fonts.googleapis.com/css?family=Amatic+SC|Roboto+Mono" rel="stylesheet"> <script src="/ext/syntaxhighlighter/scripts/XRegExp.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shCore.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushXml.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushPlain.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushJava.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushScala.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushPython.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushJScript.js" type="text/javascript"></script> <script async defer src="https://buttons.github.io/buttons.js"></script><link rel="stylesheet" type="text/css" href="/assets/css/style.css"/> <script type="text/javascript" src="//use.typekit.net/pso2adz.js"></script> <script type="text/javascript"> try { Typekit.load(); } catch(e) { // Ignore. } </script><nav class="navbar navbar-expand-lg navbar-light bg-light" id="top-header"> <a class="navbar-brand mr-4" href="/index.html"> <img src="/images/nlpcraft_logo_white.gif" height="24px"> </a> <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button><div class="collapse navbar-collapse" id="navbarSupportedContent"><ul class="navbar-nav mr-auto"><li class="nav-item"> <a class="nav-link" href="/index.html#features">Features</a><li class="nav-item"> <a class="nav-link" href="/docs.html">Docs</a><li class="nav-item"> <a class="nav-link" href="/download.html">Downloads <i class="fas fa-download"></i></a><li class="nav-item"> <a class="nav-link" href="/community.html">Community</a><li class="nav-item"> <a class="nav-link" href="/use-cases.html">Use Cases</a></ul><ul class="navbar-nav ml-auto"><li class="nav-item mr-2"> <a class="nav-link" href="/download.html">v.0.5.0</a><li class="nav-item"> <a class="nav-link fork-link" target="github" href="https://github.com/apache/incubator-nlpcraft">GitHub <img height="20px" src="/images/github_logo_white.png"></a></ul></div></nav><div class="container-fluid"><div class="navbar-aligned"><ol class="breadcrumb"><li class="mr-1"><a href="/index.html">Home</a><li class="mr-1 active">Use Cases</ol><h1 class="page-title"> <span><i class="fas fa-fw fa-users-cog"></i> Use Cases</span></h1><div id="use-cases" class="three-cols-container"><div class="col-md-2 first-column"><ul class="side-nav"><li class="side-nav-title">Documentation<li><a href="/docs.html">Overview</a><li><a href="/installation.html">Installation</a><li><a href="/getting-started.html">Getting Started</a></ul></div><div class="col-md-8 second-column"><section><h2 class="section-title">NLI Applications</h2><p> Despite being seemingly obvious that NLI (Natural Language Interface) has wide applicability to many applications and software systems there are specific areas where NLI is already used today and has demonstrated its unique capabilities.</p></section><section class="two-col-section"><div class="container-fluid"><div class="row"><div class="col-6"><div id="search" class="sub-section-title">NLI-Enhanced Search</div><p class="subhead"> NLI-enhanced search, filter and sort is one area where NLI has been successful for a number of years already. Look at Google Analytics, GMail, JIRA, or many other applications that allow you to search, filter or sort their content with natural language queries. This use case is a perfect application of NLI as it naturally augments the existing UI/UX by replacing often cumbersome and hard-to-use search/filter/sort UX with a simple text box.</p><p> As a matter of fact, all major general purpose search platforms today (i.e. Google, Bing, or Siri) use NLI-enhanced approach to their search queries processing.</p><div id="chatbots" class="sub-section-title">Chatbots</div><p> NLI is clearly at the heart of any chatbot implementation. And although most naive implementations of chatbots have failed to gain significant traction - the advancement in NLI technology is allowing modern chatbots to become gradually more sophisticated and outgrow the early "childhood" problems of parasitic dialogues, lack of contextual awareness, inability to comprehend a spoken, free-form language, and primitive rule-based logic.</p><div id="reporting" class="sub-section-title">Data Reporting</div><p> Fully deterministic NLI systems like NLPCraft provide critical technology for NLI-based data reporting. Unlike data insights analytics or data exploration, the data reporting typically cannot rely on the probabilistic nature of ML/DL-based approaches as it must provide 100% correctness in all cases.</p><p> NLPCraft employs advanced semantic modelling that provides fully deterministic results and NL comprehension.</p></div><div class="col-6"><div id="data" class="sub-section-title">Ad-Hoc Data Exploration</div><p> One of the most exciting applications of NLI is an ad-hoc data analytics or data exploration. This is the area where the proper NLI application can bring about a fundamental seismic change to how we explore our data and discover the insights from it.</p><p> Today the most data is walled off in the silos of the individual, incompatible data systems making it mostly inaccessible to the all but a few "power" users. Very few can gain access to all the different systems in a typical company, learn all the different ways to analyse the data and master incompatible and drastically different user interfaces.</p><p> The NLI-based approach can democratize access to the sprawling silo-ed data with a single unified UX by allowing users to use the natural language to explore and analyse the data. The natural language is the only UX/UI that everyone already knows, requires no training or learning and is universal regardless of the data source.</p><div id="device" class="sub-section-title">Device Control</div><p> With the popularization of consumer technologies like Amazon Alexa, Apple HomeKit, Mercedes MBUX and similar the NLI-based control of various devices and systems becoming a norm.</p><p> While most of these systems today can only understand the rudimentary 2-3 words command the advancements in NLI technology is rapidly leading to more sophisticated interfaces. The enterprise world is starting to catch up and NLI-based systems appear today in various manufacturing, oil and gas, pharma and medical applications.</p></div></div></div></section></div><div class="col-md-2 third-column"><ul class="side-nav"><li class="side-nav-title">On This Page<li><a href="#search">NLI Search</a><li><a href="#chatbots">Chatbots</a><li><a href="#data">Data Exploration</a><li><a href="#device">Device Control</a><li class="side-nav-title">Quick Links<li> <i class="fab fa-fw fa-github mr-2"></i><a target="github" href="https://github.com/apache/incubator-nlpcraft/tree/master/src/main/scala/org/apache/nlpcraft/examples">Examples</a><li> <i class="fab fa-fw fa-java mr-2"></i><a target="_" href="/apis/latest/index.html">Javadoc</a><li> <i class="fas fa-fw fa-code mr-2"></i><a href="https://github.com/apache/incubator-nlpcraft/blob/master/openapi/nlpcraft_swagger.yml" target="github">REST API</a><li> <i class="fas fa-fw fa-download mr-2"></i><a href="/download.html">Download</a><li class="side-nav-title">Support<li> <nobr> <i class="fab fa-fw fa-jira mr-2"></i><a target="jira" href="https://issues.apache.org/jira/projects/NLPCRAFT/issues">JIRA</a> </nobr><li> <nobr> <i class="far fa-fw fa-envelope mr-2"></i><a href="http://mail-archives.apache.org/mod_mbox/nlpcraft-dev/">Dev List</a> </nobr><li> <nobr> <i class="fab fa-fw fa-stack-overflow mr-2"></i><a target="so" href="https://stackoverflow.com/questions/ask">Stack Overflow</a> </nobr><li> <nobr> <i class="fab fa-fw fa-github mr-2"></i><a target="github" href="https://github.com/apache/incubator-nlpcraft">GitHub</a> </nobr></ul></div></div></div></div><div id="footer"><div class="container"><div class="text-muted text-center"> <span>Copyright &copy; 2020 Apache Software Foundation</span> <span> <a target=_new href="https://apache.org"><img alt="asf" src="/images/asf_logo.png" height="24px"></a> </span> <a target="asf" href="http://apache.org/foundation/policies/privacy.html" class="btn btn-link ml-4">Privacy</a> <span class="sep">•</span> <a href="/index.html#news" class="btn btn-link">News</a> <span class="sep">•</span> <a href="/docs.html" class="btn btn-link">Docs</a> <span class="ml-4">release: <a href="/download.html"><code>0.5.0</code></a></span> <span class="ml-2"> <a target="jenkins" href="https://builds.apache.org/view/Incubator%20Projects/job/incubator-nlpcraft/"><img src="https://img.shields.io/jenkins/build?jobUrl=https%3A%2F%2Fbuilds.apache.org%2Fview%2FIncubator%2520Projects%2Fjob%2Fincubator-nlpcraft%2F"></a> <a target=_ href="https://gitter.im/apache-nlpcraft/community"><img alt="Gitter" src="https://badges.gitter.im/apache-nlpcraft/community.svg"></a> </span></div></div></div><script src="//code.jquery.com/jquery-3.3.1.slim.min.js" integrity="sha384-q8i/X+965DzO0rT7abK41JStQIAqVgRVzpbzo5smXKp4YfRvH+8abtTE1Pi6jizo" crossorigin="anonymous"></script> <script src="//cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.0/umd/popper.min.js" integrity="sha384-cs/chFZiN24E4KMATLdqdvsezGxaGsi4hLGOzlXwp5UZB1LY//20VyM2taTB4QvJ" crossorigin="anonymous"></script> <script src="//stackpath.bootstrapcdn.com/bootstrap/4.1.0/js/bootstrap.min.js" integrity="sha384-uefMccjFJAIv6A+rW+L4AHf99KvxDjWSu1z9VI8SKNVmz4sk7buKt/6v9KI65qnm" crossorigin="anonymous"></script> <script src="//cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.4/lodash.min.js" type="text/javascript" ></script> <script src="//cdnjs.cloudflare.com/ajax/libs/moment.js/2.12.0/moment.min.js" type="text/javascript" ></script> <script src="//cdnjs.cloudflare.com/ajax/libs/moment-timezone/0.5.5/moment-timezone-with-data.min.js" type="text/javascript" ></script> <script type="text/javascript"> SyntaxHighlighter.defaults["auto-links"] = false; SyntaxHighlighter.defaults["tab-size"] = 2; SyntaxHighlighter.all(); </script>
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	<!doctype html><html lang="en"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name="description" content="An open source API to convert natural language into actions."><meta name="author" content="NLPCraft."><title>Apache NLPCraft - Natural Language Interface</title><link href="//netdna.bootstrapcdn.com/bootstrap/4.1.0/css/bootstrap.min.css" rel="stylesheet"><link href="//use.fontawesome.com/releases/v5.7.1/css/all.css" integrity="sha384-fnmOCqbTlWIlj8LyTjo7mOUStjsKC4pOpQbqyi7RrhN7udi9RwhKkMHpvLbHG9Sr" rel="stylesheet" crossorigin="anonymous"><link href="/ext/syntaxhighlighter/styles/shCoreNLPCraft.css" rel="stylesheet" type="text/css"><link href="/ext/syntaxhighlighter/styles/shThemeNLPCraft.css" rel="stylesheet" type="text/css"><link href="//fonts.googleapis.com/css?family=Amatic+SC\|Roboto+Mono" rel="stylesheet"> <script src="/ext/syntaxhighlighter/scripts/XRegExp.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shCore.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushXml.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushPlain.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushJava.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushScala.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushPython.js" type="text/javascript"></script> <script src="/ext/syntaxhighlighter/scripts/shBrushJScript.js" type="text/javascript"></script> <script async defer src="https://buttons.github.io/buttons.js"></script><link rel="stylesheet" type="text/css" href="/assets/css/style.css"/> <script type="text/javascript" src="//use.typekit.net/pso2adz.js"></script> <script type="text/javascript"> try { Typekit.load(); } catch(e) { // Ignore. } </script><nav class="navbar navbar-expand-lg navbar-light bg-light" id="top-header"> <a class="navbar-brand mr-4" href="/index.html"> <img src="/images/nlpcraft_logo_white.gif" height="24px"> </a> <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button><div class="collapse navbar-collapse" id="navbarSupportedContent"><ul class="navbar-nav mr-auto"><li class="nav-item"> <a class="nav-link" href="/index.html#features">Features</a><li class="nav-item"> <a class="nav-link" href="/docs.html">Docs</a><li class="nav-item"> <a class="nav-link" href="/download.html">Downloads <i class="fas fa-download"></i></a><li class="nav-item"> <a class="nav-link" href="/community.html">Community</a><li class="nav-item"> <a class="nav-link" href="/use-cases.html">Use Cases</a></ul><ul class="navbar-nav ml-auto"><li class="nav-item mr-2"> <a class="nav-link" href="/download.html">v.0.5.0</a><li class="nav-item"> <a class="nav-link fork-link" target="github" href="https://github.com/apache/incubator-nlpcraft">GitHub <img height="20px" src="/images/github_logo_white.png"></a></ul></div></nav><div class="container-fluid"><div class="navbar-aligned"><ol class="breadcrumb"><li class="mr-1"><a href="/index.html">Home</a><li class="mr-1 active">Use Cases</ol><h1 class="page-title"> <span><i class="fas fa-fw fa-users-cog"></i> Use Cases</span></h1><div id="use-cases" class="three-cols-container"><div class="col-md-2 first-column"><ul class="side-nav"><li class="side-nav-title">Documentation<li><a href="/docs.html">Overview</a><li><a href="/installation.html">Installation</a><li><a href="/getting-started.html">Getting Started</a></ul></div><div class="col-md-8 second-column"><section><h2 class="section-title">NLI Applications</h2><p> Despite being seemingly obvious that NLI (Natural Language Interface) has wide applicability to many applications and software systems there are specific areas where NLI is already used today and has demonstrated its unique capabilities.</p></section><section class="two-col-section"><div class="container-fluid"><div class="row"><div class="col-6"><div id="search" class="sub-section-title">NLI-Enhanced Search</div><p class="subhead"> NLI-enhanced search, filter and sort is one area where NLI has been successful for a number of years already. Look at Google Analytics, GMail, JIRA, or many other applications that allow you to search, filter or sort their content with natural language queries. This use case is a perfect application of NLI as it naturally augments the existing UI/UX by replacing often cumbersome and hard-to-use search/filter/sort UX with a simple text box.</p><p> As a matter of fact, all major general purpose search platforms today (i.e. Google, Bing, or Siri) use NLI-enhanced approach to their search queries processing.</p><div id="chatbots" class="sub-section-title">Chatbots</div><p> NLI is clearly at the heart of any chatbot implementation. And although most naive implementations of chatbots have failed to gain significant traction - the advancement in NLI technology is allowing modern chatbots to become gradually more sophisticated and outgrow the early "childhood" problems of parasitic dialogues, lack of contextual awareness, inability to comprehend a spoken, free-form language, and primitive rule-based logic.</p><div id="reporting" class="sub-section-title">Data Reporting</div><p> Fully deterministic NLI systems like NLPCraft provide critical technology for NLI-based data reporting. Unlike data insights analytics or data exploration, the data reporting typically cannot rely on the probabilistic nature of ML/DL-based approaches as it must provide 100% correctness in all cases.</p><p> NLPCraft employs advanced semantic modelling that provides fully deterministic results and NL comprehension.</p></div><div class="col-6"><div id="data" class="sub-section-title">Ad-Hoc Data Exploration</div><p> One of the most exciting applications of NLI is an ad-hoc data analytics or data exploration. This is the area where the proper NLI application can bring about a fundamental seismic change to how we explore our data and discover the insights from it.</p><p> Today the most data is walled off in the silos of the individual, incompatible data systems making it mostly inaccessible to the all but a few "power" users. Very few can gain access to all the different systems in a typical company, learn all the different ways to analyse the data and master incompatible and drastically different user interfaces.</p><p> The NLI-based approach can democratize access to the sprawling silo-ed data with a single unified UX by allowing users to use the natural language to explore and analyse the data. The natural language is the only UX/UI that everyone already knows, requires no training or learning and is universal regardless of the data source.</p><div id="device" class="sub-section-title">Device Control</div><p> With the popularization of consumer technologies like Amazon Alexa, Apple HomeKit, Mercedes MBUX and similar the NLI-based control of various devices and systems becoming a norm.</p><p> While most of these systems today can only understand the rudimentary 2-3 words command the advancements in NLI technology is rapidly leading to more sophisticated interfaces. The enterprise world is starting to catch up and NLI-based systems appear today in various manufacturing, oil and gas, pharma and medical applications.</p></div></div></div></section></div><div class="col-md-2 third-column"><ul class="side-nav"><li class="side-nav-title">On This Page<li><a href="#search">NLI Search</a><li><a href="#chatbots">Chatbots</a><li><a href="#data">Data Exploration</a><li><a href="#device">Device Control</a><li class="side-nav-title">Quick Links<li> <i class="fab fa-fw fa-github mr-2"></i><a target="github" href="https://github.com/apache/incubator-nlpcraft/tree/master/src/main/scala/org/apache/nlpcraft/examples">Examples</a><li> <i class="fab fa-fw fa-java mr-2"></i><a target="_" href="/apis/latest/index.html">Javadoc</a><li> <i class="fas fa-fw fa-code mr-2"></i><a href="https://github.com/apache/incubator-nlpcraft/blob/master/openapi/nlpcraft_swagger.yml" target="github">REST API</a><li> <i class="fas fa-fw fa-download mr-2"></i><a href="/download.html">Download</a><li class="side-nav-title">Support<li> <nobr> <i class="fab fa-fw fa-jira mr-2"></i><a target="jira" href="https://issues.apache.org/jira/projects/NLPCRAFT/issues">JIRA</a> </nobr><li> <nobr> <i class="far fa-fw fa-envelope mr-2"></i><a href="http://mail-archives.apache.org/mod_mbox/nlpcraft-dev/">Dev List</a> </nobr><li> <nobr> <i class="fab fa-fw fa-stack-overflow mr-2"></i><a target="so" href="https://stackoverflow.com/questions/ask">Stack Overflow</a> </nobr><li> <nobr> <i class="fab fa-fw fa-github mr-2"></i><a target="github" href="https://github.com/apache/incubator-nlpcraft">GitHub</a> </nobr></ul></div></div></div></div><div id="footer"><div class="container"><div class="text-muted text-center"> <span>Copyright © 2020 Apache Software Foundation</span> <span> <a target=_new href="https://apache.org"><img alt="asf" src="/images/asf_logo.png" height="24px"></a> </span> <a target="asf" href="http://apache.org/foundation/policies/privacy.html" class="btn btn-link ml-4">Privacy</a> <span class="sep">•</span> <a href="/index.html#news" class="btn btn-link">News</a> <span class="sep">•</span> <a href="/docs.html" class="btn btn-link">Docs</a> <span class="ml-4">release: <a href="/download.html"><code>0.5.0</code></a></span> <span class="ml-2"> <a target="jenkins" href="https://builds.apache.org/view/Incubator%20Projects/job/incubator-nlpcraft/"><img src="https://img.shields.io/jenkins/build?jobUrl=https%3A%2F%2Fbuilds.apache.org%2Fview%2FIncubator%2520Projects%2Fjob%2Fincubator-nlpcraft%2F"></a> <a target=_ href="https://gitter.im/apache-nlpcraft/community"><img alt="Gitter" src="https://badges.gitter.im/apache-nlpcraft/community.svg"></a> </span></div></div></div><script src="//code.jquery.com/jquery-3.3.1.slim.min.js" integrity="sha384-q8i/X+965DzO0rT7abK41JStQIAqVgRVzpbzo5smXKp4YfRvH+8abtTE1Pi6jizo" crossorigin="anonymous"></script> <script src="//cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.0/umd/popper.min.js" integrity="sha384-cs/chFZiN24E4KMATLdqdvsezGxaGsi4hLGOzlXwp5UZB1LY//20VyM2taTB4QvJ" crossorigin="anonymous"></script> <script src="//stackpath.bootstrapcdn.com/bootstrap/4.1.0/js/bootstrap.min.js" integrity="sha384-uefMccjFJAIv6A+rW+L4AHf99KvxDjWSu1z9VI8SKNVmz4sk7buKt/6v9KI65qnm" crossorigin="anonymous"></script> <script src="//cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.4/lodash.min.js" type="text/javascript" ></script> <script src="//cdnjs.cloudflare.com/ajax/libs/moment.js/2.12.0/moment.min.js" type="text/javascript" ></script> <script src="//cdnjs.cloudflare.com/ajax/libs/moment-timezone/0.5.5/moment-timezone-with-data.min.js" type="text/javascript" ></script> <script type="text/javascript"> SyntaxHighlighter.defaults["auto-links"] = false; SyntaxHighlighter.defaults["tab-size"] = 2; SyntaxHighlighter.all(); </script>