{"id":439,"date":"2024-08-11T11:24:32","date_gmt":"2024-08-11T11:24:32","guid":{"rendered":"https:\/\/www.phitech.io\/?page_id=439"},"modified":"2026-03-17T16:14:49","modified_gmt":"2026-03-17T16:14:49","slug":"phibox-ai","status":"publish","type":"page","link":"https:\/\/www.phitech.io\/cs\/phibox-ai\/","title":{"rendered":"PhiBox &#8211; your documents into your Agentic AI-RAG System"},"content":{"rendered":"<div class=\"phibox-wrap\">\n<p><!-- Hero --><\/p>\n<section id=\"intro\" class=\"section\">\n<h2>PhiBox is an agentic RAG platform that lets teams search, chat, and automate over large document collections\u2014on\u2011premises or in your cloud. Achieve up to 80% time savings compared to conventional search.<\/h2>\n<\/section>\n<p><!-- Overview --><\/p>\n<section id=\"overview\" class=\"section\">\n<h2>Overview<\/h2>\n<p>PhiBox is an innovative software framework that enables companies to make their data AI\u2011capable. Specifically developed for organizations that work with large volumes of documents on a daily basis, PhiBox offers a powerful solution for interacting with these documents using state\u2011of\u2011the\u2011art AI technologies.<\/p>\n<p><a href=\"mailto:info@phitech.io?subject=PhiBox%20Demo%20Request\">Request a demo<\/a><\/p>\n<hr \/>\n<\/section>\n<p><!-- Target Audience --><\/p>\n<section id=\"audience\" class=\"section\">\n<h2>Target Audience<\/h2>\n<p>The main target audience for PhiBox consists of companies that manage extensive document collections and seek efficient ways to extract, combine, and utilize information from these documents. This includes, among others, government agencies, law firms, financial institutions, healthcare providers, and large corporations across various industries.<\/p>\n<hr \/>\n<\/section>\n<p><!-- How it Works --><\/p>\n<section id=\"how-it-works\" class=\"section\">\n<h2>How it Works<\/h2>\n<h3>From raw files to reliable answers\u2014fast.<\/h3>\n<p>PhiBox turns your documents into a governed knowledge layer that anyone on your team can query with confidence. Content is ingested and enriched, smartly indexed, and then orchestrated by agents (via MCP) to fetch exactly what matters. The result: a concise answer with <strong>traceable citations<\/strong> to the original sources.<\/p>\n<p style=\"padding-left: 40px;\"><strong>1. Ingest<\/strong> \u2014 Connect your CMS, WordPress, drives, APIs, or a web crawler. Schedule syncs so your knowledge stays fresh.<\/p>\n<p style=\"padding-left: 40px;\"><strong>2. Enrich<\/strong> \u2014 Normalize formats, run multilingual OCR, parse tables\/diagrams, and auto\u2011tag metadata for better recall.<\/p>\n<p style=\"padding-left: 40px;\"><strong>3. Index<\/strong> \u2014 Build hybrid (vector + keyword) indexes per project\/client; use index aliases to search across them without mixing data.<\/p>\n<p style=\"padding-left: 40px;\"><strong>4. Orchestrate (Agents\/MCP\/A2A)<\/strong> \u2014 At question time, agentic orchestration chooses the right prompts, tools, and data sources\u2014via MCP\u2014for multi\u2011step retrieval and optional database lookups.<\/p>\n<p style=\"padding-left: 40px;\"><strong>5. Answer with citations<\/strong> \u2014 Users get a clear response with clickable source links and highlight snippets, plus filters for quick drill\u2011down.<\/p>\n<h3>Schema for PhiBox 5<\/h3>\n<figure><img decoding=\"async\" src=\"https:\/\/www.phitech.io\/wp-content\/uploads\/2025\/08\/PhiBox5-1.svg\" alt=\"PhiBox 5 architecture diagram showing ingest, enrich, index, orchestrate, and answer layers\" \/><\/figure>\n<\/section>\n<p><!-- Key Features & Functions --><\/p>\n<section id=\"features-functions\" class=\"section features\">\n<hr \/>\n<h2><\/h2>\n<h2>Key Features and Functions<\/h2>\n<div class=\"kicker\"><\/div>\n<h3>Search &#038; Chat (Queries &#038; Interaction)<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Ask in natural language.<\/strong> Query selected collections or projects and get concise answers with <strong>traceable citations<\/strong>.<\/li>\n<li><strong>Programmatic or UI.<\/strong> The same API powers both the web UI and backend Q&#038;A flows.<\/li>\n<li><strong>Stay focused.<\/strong> Filters and access scopes keep results relevant to the user and task.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"kicker\" style=\"padding-left: 40px;\"><\/div>\n<h3>Ingest (API upload interface; WordPress plugin; PhiCrawler)<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>API upload.<\/strong> Send documents via a simple upload API; they\u2019re parsed and embedded into a project\u2011scoped vector index.<\/li>\n<li><strong>WordPress plugin.<\/strong> Connect multiple PhiBox projects, embed a customizable chatbot on any page, and <strong>auto\u2011sync WordPress content<\/strong> into selected projects.<\/li>\n<li><strong>PhiCrawler.<\/strong> Bring in vetted web sources and schedule crawls so your knowledge stays current.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"kicker\" style=\"padding-left: 40px;\"><\/div>\n<h3>Enrichment (Advanced Embeddings; Enhanced Document Recognition: OCR, image\/diagram)<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Advanced embeddings.<\/strong> Choose per\u2011project embeddings to optimize precision and recall for search and chat.<\/li>\n<li><strong>Enhanced document recognition.<\/strong> Multilingual OCR tuned for <strong>German &#038; Czech<\/strong>, plus image\/diagram parsing that\u2019s stored and <strong>integrated into AI responses<\/strong>.<\/li>\n<li><strong>Better PDFs.<\/strong> An improved PDF uploader preserves structure for higher\u2011quality retrieval.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"kicker\" style=\"padding-left: 40px;\"><\/div>\n<h3>Orchestration (Multiprompt &#038; Agent selection via MCP; external DB access &#038; complex queries)<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>MCP\u2011driven agents.<\/strong> PhiBox automatically picks the right <strong>prompt, agent, and workflow<\/strong> based on the user\u2019s question.<\/li>\n<li><strong>Tools &#038; data access.<\/strong> Securely reach external databases\/APIs for <strong>multi\u2011step and complex queries<\/strong>.<\/li>\n<li><strong>Consistent outcomes.<\/strong> Policies and workflows ensure repeatable answers across teams and tenants.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"kicker\"><\/div>\n<h3>Indexing &#038; Multi\u2011tenancy (Index Aliases for multi\u2011client projects)<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Index aliases.<\/strong> Flexibly <strong>combine or isolate<\/strong> indexes across clients and chatbots without mixing data.<\/li>\n<li><strong>Clean boundaries.<\/strong> Per\u2011tenant separation with project\u2011level scoping for discovery and analytics.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"kicker\" style=\"padding-left: 40px;\"><\/div>\n<h3>Deployment &#038; Ops (Docker install; managed\/on\u2011prem; updates)<\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Docker installation.<\/strong> Fast deployment and <strong>easy updates<\/strong> with containerized services.<\/li>\n<li><strong>Run anywhere.<\/strong> On\u2011prem, in your VPC, or as a managed service\u2014your data, your control.<\/li>\n<li><strong>Always current.<\/strong> Regular module updates keep pace with the latest <strong>LLM improvements<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/section>\n<p><!-- Benefits --><\/p>\n<section id=\"benefits\" class=\"section\">\n<hr \/>\n<h2><\/h2>\n<h2>Benefits of Using PhiBox<\/h2>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Cutting\u2011edge AI technologies:<\/strong> Always connected to the latest developments in LLM technology.<\/li>\n<li><strong>Model Context Protocol (MCP):<\/strong> Supports a standardized way for AI models to interact with external tools and data sources.<\/li>\n<li><strong>Own LLMs:<\/strong> Run your own LLM with your data.<\/li>\n<li><strong>Simplicity and efficiency:<\/strong> Intuitive operation and comprehensive interfaces that do not require additional development.<\/li>\n<li><strong>Flexibility and control:<\/strong> Installation on own servers, ensuring full control over data and processes.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/section>\n<p><!-- Installation --><\/p>\n<section id=\"installation\" class=\"section\">\n<hr \/>\n<h2><\/h2>\n<h2>Installation and Technical Requirements<\/h2>\n<p>Deploy on\u2011premises, in your VPC, or as a managed service. Scales from a single node to high\u2011availability clusters. GPU optional for model inference.<\/p>\n<\/section>\n<p><!-- Costs --><\/p>\n<section id=\"costs\" class=\"section\">\n<hr \/>\n<h2><\/h2>\n<h2>Costs<\/h2>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Server costs:<\/strong> From renting space on the PhiTech server to dedicated clusters and GPU servers, PhiTech can offer these options.<\/li>\n<li><strong>License fees:<\/strong> Additional license fees for using the PhiBox software.<\/li>\n<li><strong>Optional external costs:<\/strong> Possible additional costs for using LLMs from third\u2011party providers such as Azure, OpenAI and many more.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/section>\n<p><!-- Uniqueness --><\/p>\n<section id=\"uniqueness\" class=\"section\">\n<hr \/>\n<h2><\/h2>\n<h2>Uniqueness<\/h2>\n<p>PhiBox stands out for its user\u2011friendliness and the provision of all necessary interfaces without additional development effort. Unlike competing products, PhiBox offers a comprehensive, integrated solution for managing and utilizing documents through advanced AI technologies.<\/p>\n<p style=\"padding-left: 40px;\"><strong>Agentic RAG with MCP and A2A:<\/strong> orchestrates tools\/databases behind the scenes.<\/p>\n<p style=\"padding-left: 40px;\"><strong>Multilingual OCR + picture processing:<\/strong> answers grounded in text, figures, and images.<\/p>\n<p style=\"padding-left: 40px;\"><strong>Index aliases for multi\u2011tenant search:<\/strong> combine clients or partitions safely.<\/p>\n<p style=\"padding-left: 40px;\"><strong>WordPress plugin:<\/strong> one\u2011click content ingestion and chatbot embed.<\/p>\n<p style=\"padding-left: 40px;\"><strong>Workflow extension:<\/strong> Extend your AI\u2011enabled documents with workflow processes using <a href=\"https:\/\/www.phitech.io\/phiflow\/\">PhiFlow AI<\/a>.<\/p>\n<p>With PhiBox, companies can effectively manage their documents, quickly find relevant information, and stay at the forefront of technological developments. This makes PhiBox an indispensable tool for companies looking to increase their efficiency and competitiveness.<\/p>\n<\/section>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>PhiBox is an agentic RAG platform that lets teams search, chat, and automate over large document collections\u2014on\u2011premises or in your cloud. Achieve up to 80% time savings compared to conventional search.<\/p>\n","protected":false},"author":5,"featured_media":350,"parent":0,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"class_list":["post-439","page","type-page","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/pages\/439","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/comments?post=439"}],"version-history":[{"count":83,"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/pages\/439\/revisions"}],"predecessor-version":[{"id":958,"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/pages\/439\/revisions\/958"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/media\/350"}],"wp:attachment":[{"href":"https:\/\/www.phitech.io\/cs\/wp-json\/wp\/v2\/media?parent=439"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}