{"id":482,"date":"2026-04-23T11:41:46","date_gmt":"2026-04-23T02:41:46","guid":{"rendered":"https:\/\/conceptminer.ai\/?page_id=482"},"modified":"2026-04-23T12:34:00","modified_gmt":"2026-04-23T03:34:00","slug":"concpetminer-engine-for-developer-2","status":"publish","type":"page","link":"https:\/\/conceptminer.ai\/?page_id=482","title":{"rendered":"ConcpetMiner Engine for Developer 2"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">A next-generation AI application platform that can be built even on existing systems centered around Postgres.<\/h2>\n\n\n\n<p>Many AI applications adopt RAG (Retrieval-Augmented Generation) or Graph RAG,<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vector DB<\/li>\n\n\n\n<li>Graph DB<\/li>\n\n\n\n<li>Dedicated search platform<\/li>\n\n\n\n<li>Synchronized pipeline<\/li>\n<\/ul>\n\n\n\n<p>This requires new infrastructure elements, among others.<\/p>\n\n\n\n<p>However ,&nbsp;<strong>ConceptMiner Engine<\/strong>&nbsp;offers an alternative.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>An AI engine that uses a conceptual network model based on GNG + MST at its core,and can be implemented on existing database infrastructures such as traditional PostgreSQL.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>In other words,&nbsp;it means that&nbsp;<strong>sophisticated semantic applications can be built without necessarily requiring a complex, dedicated database configuration .<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">The advantage is that a dedicated database is not required.<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">It can leverage existing technology stacks.<\/h3>\n\n\n\n<p>Many companies and development teams already have the following environments:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PostgreSQL<\/li>\n\n\n\n<li>MySQL<\/li>\n\n\n\n<li>Microsoft SQL Server<\/li>\n\n\n\n<li>Internal authentication infrastructure<\/li>\n\n\n\n<li>Access control system<\/li>\n\n\n\n<li>Business application APIs<\/li>\n<\/ul>\n\n\n\n<p>ConceptMiner Engine can be designed to be easy to implement while leveraging these existing environments.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">The system configuration becomes simpler.<\/h3>\n\n\n\n<p>Typical AI search systems tend to have the following configuration:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">App Server<br> \u251c\u2500 RDB<br> \u251c\u2500 Vector DB<br> \u251c\u2500 Graph DB<br> \u251c\u2500 Search Engine<br> \u2514\u2500 Sync Jobs<\/pre>\n\n\n\n<p>In ConceptMiner Engine, the core processing of the conceptual network is handled by the engine itself, making it easier to store the data in a regular relational database (RDB).<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">App Server<br> \u251c\u2500 PostgreSQL<br> \u2514\u2500 ConceptMiner Engine<\/pre>\n\n\n\n<p>As a result:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Few components<\/li>\n\n\n\n<li>Easy to use<\/li>\n\n\n\n<li>The number of points of failure decreases.<\/li>\n\n\n\n<li>Easy to review for security reasons<\/li>\n\n\n\n<li>Fast implementation speed<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Examples of data that ConceptMiner can handle in relational databases.<\/h3>\n\n\n\n<p>It can be managed as a regular table.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Document \/ Text Chunk<\/li>\n\n\n\n<li>Embedded ID<\/li>\n\n\n\n<li>Node information<\/li>\n\n\n\n<li>Edge information<\/li>\n\n\n\n<li>cluster<\/li>\n\n\n\n<li>label<\/li>\n\n\n\n<li>coordinate<\/li>\n\n\n\n<li>User Permissions<\/li>\n\n\n\n<li>Audit Log<\/li>\n\n\n\n<li>Linking with business data<\/li>\n<\/ul>\n\n\n\n<p>In other words, it&#8217;s easy to integrate with existing business systems.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Differences between RAG and Graph RAG<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>project<\/th><th>RAG<\/th><th>Graph RAG<\/th><th>ConceptMiner Engine<\/th><\/tr><\/thead><tbody><tr><td>Proximity search<\/td><td>strong<\/td><td>strong<\/td><td>strong<\/td><\/tr><tr><td>Explicit relationship exploration<\/td><td>weak<\/td><td>strong<\/td><td>Medium to strong<\/td><\/tr><tr><td>Automatic discovery of conceptual structure<\/td><td>weak<\/td><td>middle<\/td><td>strong<\/td><\/tr><tr><td>Dedicated DB dependent<\/td><td>middle<\/td><td>high<\/td><td>Low<\/td><\/tr><tr><td>Integration of existing RDBs<\/td><td>middle<\/td><td>Low<\/td><td>strong<\/td><\/tr><tr><td>Exploratory UX<\/td><td>weak<\/td><td>middle<\/td><td>strong<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Practical benefits for developers<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. Low learning cost<\/h3>\n\n\n\n<p>You won&#8217;t need to learn a lot of new database products, query languages, and operational methods.<\/p>\n\n\n\n<p>This configuration makes it easy to leverage your existing SQL knowledge.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2. Easy to transition from PoC to production.<\/h3>\n\n\n\n<p>There are many cases where the proof-of-concept (PoC) is highly sophisticated, but the actual production environment becomes much more complex.<\/p>\n\n\n\n<p>ConceptMiner is designed with integration into business systems in mind from the outset.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3. Easy to implement on-premises<\/h3>\n\n\n\n<p>In closed environments, internal company environments, and regulated industries, adding infrastructure can sometimes be difficult.<\/p>\n\n\n\n<p>ConceptMiner is well-suited for enterprise deployments because it is easy to design around existing databases.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">4. Easy to differentiate<\/h3>\n\n\n\n<p>Many AI products<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Chat + Search + RAG<\/p>\n<\/blockquote>\n\n\n\n<p>They are becoming quite similar.<\/p>\n\n\n\n<p>ConceptMiner is<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Chat + Structure + Discovery<\/p>\n<\/blockquote>\n\n\n\n<p>This allows you to create a different experience.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">However, Vector DB \/ Graph DB can also be used.<\/h2>\n\n\n\n<p>ConceptMiner does not negate them.<\/p>\n\n\n\n<p>We can collaborate if necessary.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Connect to an existing Vector DB<\/li>\n\n\n\n<li>Export to Graph DB<\/li>\n\n\n\n<li>Conceptual cluster selection in the pre-RAG stage<\/li>\n\n\n\n<li>Used as a complementary layer in Graph RAG<\/li>\n<\/ul>\n\n\n\n<p>What&#8217;s important is,<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>It can be started without requiring a dedicated database.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>That&#8217;s the point.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Message for Developers<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Handling the semantic structure of AI without increasing the number of dedicated databases.<\/h3>\n\n\n\n<p>ConceptMiner Engine is a developer-friendly AI engine that does not require Vector DB or Graph DB and is easy to integrate into existing PostgreSQL-centric architectures.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">In short<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>RAG searches for answers.Graph RAG traces relationships.ConceptMiner discovers structures that are not yet visible.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>And it&#8217;s easy to implement on top of existing systems.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Expected implementation locations<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SaaS product<\/li>\n\n\n\n<li>Internal Knowledge Search<\/li>\n\n\n\n<li>VOC analysis<\/li>\n\n\n\n<li>Consulting support tools<\/li>\n\n\n\n<li>Research support system<\/li>\n\n\n\n<li>Market analysis app<\/li>\n\n\n\n<li>New business exploration tool<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Development Examples<\/h2>\n\n\n\n<p>As an example of an application developed using ConceptMiner, we are offering the thought support system ThinkNavi for free. Please give it a try.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"242\" height=\"64\" src=\"http:\/\/conceptminer.ai\/wp-content\/uploads\/2026\/04\/image-1.png\" alt=\"\" class=\"wp-image-440\"\/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A next-generati&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-482","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/pages\/482","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=482"}],"version-history":[{"count":1,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/pages\/482\/revisions"}],"predecessor-version":[{"id":483,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/pages\/482\/revisions\/483"}],"wp:attachment":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=482"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}