{"id":23958257,"date":"2026-09-06T12:05:49","date_gmt":"2026-09-06T10:05:49","guid":{"rendered":"https:\/\/shymow.es\/?page_id=23958257"},"modified":"2026-09-19T20:08:57","modified_gmt":"2026-09-19T18:08:57","slug":"enterprise-knowledge-infrastructure","status":"publish","type":"page","link":"https:\/\/shymow.es\/en\/enterprise-knowledge-infrastructure\/","title":{"rendered":"Enterprise knowledge infrastructure"},"content":{"rendered":"<!-- shymow:enterprise-reference:v1 -->\n\n<div class=\"ie-page shymow-service\">\n<section class=\"ie-hero\" aria-labelledby=\"ie-title\"><div class=\"ie-inner ie-hero-grid\"><div class=\"ie-copy\"><a class=\"ie-breadcrumb\" href=\"https:\/\/shymow.es\/en\/knowledge-infrastructure\/\">Knowledge infrastructure <span aria-hidden=\"true\">\/<\/span><\/a><p class=\"ie-eyebrow\">ENTERPRISE \u00b7 IMPLEMENTATION<\/p><h1 id=\"ie-title\">Enterprise knowledge infrastructure<\/h1><p class=\"ie-lead\">We design and implement the layer that enables an organisation to identify, connect, govern and consistently reuse knowledge across people, applications and AI systems.<\/p><p class=\"ie-lead\">The architecture is defined around the problem, the sources and the systems already in place.<\/p><p class=\"ie-lead\">We do not start from a predetermined platform.<\/p><p class=\"ie-hero-price\">Implementations from \u20ac30,000 excl. 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stroke=\"#20D1CC\" stroke-opacity=\".5\" stroke-width=\"2\"\/><circle cx=\"250.0\" cy=\"128\" r=\"3.2\" fill=\"#FCFCFD\"\/>\n<path d=\"M301.25 162 V188\" stroke=\"#20D1CC\" stroke-opacity=\".5\" stroke-width=\"2\"\/><circle cx=\"301.25\" cy=\"175\" r=\"3.2\" fill=\"#FCFCFD\"\/>\n<\/svg>\n          <canvas id=\"ie-motion-canvas\"><\/canvas>\n        <\/div>\n        <button class=\"ie-pause\" id=\"ie-pause\" type=\"button\" aria-pressed=\"false\">Pause motion<\/button>\n      <\/div><\/div><\/section>\n<section class=\"ie-route\" id=\"del-conocimiento-disperso-a-una-estructura-operable\" aria-labelledby=\"del-conocimiento-disperso-a-una-estructura-operable-title\"><div class=\"ie-inner ie-route-grid\"><div class=\"ie-route-copy\"><p class=\"ie-section-kicker\">The common layer<\/p><h2 id=\"del-conocimiento-disperso-a-una-estructura-operable-title\">From scattered knowledge to an operational structure<\/h2><p>The purpose of a knowledge infrastructure is not to concentrate all information in a single place.<\/p><p>Its role is to establish the rules needed to know:<\/p><ul class=\"ie-editorial-list\"><li>what each entity is;<\/li><li>which relationships it has;<\/li><li>which source supports a claim;<\/li><li>who has authority over it;<\/li><li>how long it remains valid;<\/li><li>which evidence supports it;<\/li><li>who may use it;<\/li><li>and under what conditions it may be exposed to other systems.<\/li><\/ul><p>These rules allow different applications to work with the same knowledge without independently reconstructing its meaning.<\/p><\/div>\n<div class=\"ie-architecture\" aria-label=\"Conceptual diagram of a knowledge infrastructure\"><div class=\"ie-diagram-entry\"><span class=\"ie-diagram-dot\"><\/span><span>Existing sources and systems<\/span><span class=\"ie-entry-line\"><\/span><\/div><div class=\"ie-diagram-gate\">Identity \u00b7 Relationships \u00b7 Provenance \u00b7 Evidence<\/div><div class=\"ie-architecture-frame\"><p class=\"ie-frame-caption\">KNOWLEDGE INFRASTRUCTURE<\/p><div class=\"ie-foundation\"><span>Entities<\/span><span>Sources<\/span><\/div><div class=\"ie-governance\"><span class=\"ie-small-node\"><\/span><strong>Governance and currency<\/strong><span class=\"ie-small-node\"><\/span><\/div><div class=\"ie-foundation ie-foundation-bottom\"><span>Access<\/span><span>Validation<\/span><\/div><\/div><div class=\"ie-diagram-gate\">Context \u00b7 Permissions \u00b7 Representations<\/div><div class=\"ie-diagram-entry\"><span class=\"ie-diagram-dot\"><\/span><span>People, applications and AI systems<\/span><span class=\"ie-entry-line\"><\/span><\/div><\/div>\n<\/div><\/section>\n<section class=\"ie-scope\" id=\"que-puede-formar-parte-de-la-implantacion\" aria-labelledby=\"que-puede-formar-parte-de-la-implantacion-title\" data-motion data-motion-resource=\"17\"><div class=\"ie-jenn-ambient ie-jenn-ambient--veils\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><\/div><div class=\"ie-inner ie-scope-grid\"><div class=\"ie-scope-copy\"><p class=\"ie-section-kicker\">Modular scope<\/p><h2 id=\"que-puede-formar-parte-de-la-implantacion-title\">What the implementation may include<\/h2><p>Every project has a different scope.<\/p><p>Depending on the problem, we can design and implement:<\/p>\n<dl class=\"ie-scope-list\"><div><dt>Knowledge model<\/dt><dd>The conceptual structure of the domain: entities, attributes, relationships, states and dependencies.<\/dd><\/div><div><dt>Stable identities<\/dt><dd>Rules for recognising the same entity across documents, applications, units, languages or systems.<\/dd><\/div><div><dt>Sources and provenance<\/dt><dd>Relationships between knowledge, documents, source systems and sources considered authoritative.<\/dd><\/div><div><dt>Evidence<\/dt><dd>Mechanisms for preserving what supports a claim, definition or state.<\/dd><\/div><div><dt>Governance<\/dt><dd>Responsible parties, validators, change, review and withdrawal rules.<\/dd><\/div><div><dt>Currency and versioning<\/dt><dd>Conditions for distinguishing active, superseded, provisional or historical knowledge.<\/dd><\/div><div><dt>Access and exposure<\/dt><dd>Which information each person, application, agent or external system may use.<\/dd><\/div><div><dt>Machine-readable representations<\/dt><dd>Structures that allow other applications to consume knowledge without relying exclusively on unstructured text.<\/dd><\/div><div><dt>Integrations<\/dt><dd>Connections to existing systems when knowledge needs to be synchronised, queried or reused.<\/dd><\/div><div><dt>Validation<\/dt><dd>Criteria for confirming that the infrastructure preserves identity, context, provenance and rules of use.<\/dd><\/div><\/dl><\/div>\n<p class=\"ie-scope-summary\">Identity \u00b7 Relationships \u00b7 Sources \u00b7 Evidence \u00b7 Authority \u00b7 Context<\/p><\/div><\/section>\n<section class=\"ie-editorial ie-editorial--plain\" id=\"trabajamos-con-lo-que-ya-existe\" aria-labelledby=\"trabajamos-con-lo-que-ya-existe-title\"><div class=\"ie-inner ie-existing-layout\">\n  <div class=\"ie-existing-intro\"><h2 id=\"trabajamos-con-lo-que-ya-existe-title\">We work with what already exists<\/h2><p>We do not assume that the organisation must replace its CMS, document management system, ERP, CRM, database or AI platform.<\/p><\/div>\n  <div class=\"ie-existing-steps\"><p>First we determine the role each system performs.<\/p><p>Then we design the layer needed to connect them.<\/p><\/div>\n  <div class=\"ie-existing-decision\"><div><p>Some projects will require new technology.<\/p><p>In others, the main change will be to establish:<\/p><\/div><ul class=\"ie-editorial-list\">\n<li>models;<\/li>\n<li>rules;<\/li>\n<li>responsibilities;<\/li>\n<li>relationships;<\/li>\n<li>exchange structures;<\/li>\n<li>or a common authority over the knowledge.<\/li>\n<\/ul><\/div>\n<\/div><\/section>\n<section class=\"ie-consumers\" id=\"una-infraestructura-puede-servir-a-muchos-consumidores\" aria-labelledby=\"una-infraestructura-puede-servir-a-muchos-consumidores-title\"><div class=\"ie-inner\"><div class=\"ie-centered-head\"><p class=\"ie-section-kicker\">One foundation, multiple surfaces<\/p><h2 id=\"una-infraestructura-puede-servir-a-muchos-consumidores-title\">An infrastructure can serve many consumers<\/h2><p>The same knowledge can feed:<\/p><\/div><div class=\"ie-consumer-grid\"><article><span>01<\/span><h3>People<\/h3><p>Teams that need to locate and validate information without relying on informal knowledge.<\/p><\/article><article><span>02<\/span><h3>Applications<\/h3><p>Systems that need to consume entities, relationships or states consistently.<\/p><\/article><article><span>03<\/span><h3>Assistants and RAG<\/h3><p>Systems that retrieve information and need to distinguish sources, currency and context.<\/p><\/article><article><span>04<\/span><h3>AI agents<\/h3><p>Systems that need to act on knowledge under defined rules and permissions.<\/p><\/article><article><span>05<\/span><h3>External channels<\/h3><p>Websites, search engines and generative systems that reconstruct public information about the organisation.<\/p><\/article><\/div><p class=\"ie-consumer-conclusion\">The infrastructure allows knowledge to be reused without forcing each consumer to redefine what it means.<\/p><\/div><\/section>\n<section class=\"ie-process\" id=\"como-abordamos-una-implantacion\" aria-labelledby=\"como-abordamos-una-implantacion-title\" data-motion><svg class=\"ie-process-ribbon\" viewBox=\"0 0 1400 500\" preserveAspectRatio=\"none\" aria-hidden=\"true\" focusable=\"false\">\n  <path d=\"M-80 130 C220 30 250 430 600 310 S1120 10 1480 160\"\/>\n  <path d=\"M-80 143 C220 42 250 438 600 320 S1120 24 1480 170\"\/>\n  <path d=\"M-80 156 C220 54 250 446 600 330 S1120 38 1480 180\"\/>\n  <path d=\"M-80 169 C220 66 250 454 600 340 S1120 52 1480 190\"\/>\n  <path d=\"M-80 182 C220 78 250 462 600 350 S1120 66 1480 200\"\/>\n  <path d=\"M-80 195 C220 90 250 470 600 360 S1120 80 1480 210\"\/>\n  <path d=\"M-80 208 C220 102 250 478 600 370 S1120 94 1480 220\"\/>\n<\/svg><div class=\"ie-inner ie-process-grid\"><div><p class=\"ie-section-kicker\">Process<\/p><h2 id=\"como-abordamos-una-implantacion-title\">How we approach an implementation<\/h2><\/div><ol class=\"ie-process-list\"><li><span aria-hidden=\"true\">01<\/span><div><h3><span class=\"ie-step-source-number\">1. <\/span>Definition<\/h3><p>We usually begin with a previously completed Enterprise Diagnostic.<\/p><p>We confirm the domain, sources, systems, responsible parties and success criteria.<\/p><\/div><\/li><li><span aria-hidden=\"true\">02<\/span><div><h3><span class=\"ie-step-source-number\">2. <\/span>Design<\/h3><p>We define:<\/p><ul class=\"ie-editorial-list\"><li>knowledge model;<\/li><li>entities and relationships;<\/li><li>authority;<\/li><li>governance rules;<\/li><li>provenance;<\/li><li>evidence;<\/li><li>access;<\/li><li>integrations.<\/li><\/ul><\/div><\/li><li><span aria-hidden=\"true\">03<\/span><div><h3><span class=\"ie-step-source-number\">3. <\/span>Implementation<\/h3><p>We build or configure the necessary layers and connect them to the systems involved.<\/p><\/div><\/li><li><span aria-hidden=\"true\">04<\/span><div><h3><span class=\"ie-step-source-number\">4. <\/span>Validation<\/h3><p>We verify that the knowledge retains:<\/p><ul class=\"ie-editorial-list\"><li>identity;<\/li><li>relationships;<\/li><li>context;<\/li><li>provenance;<\/li><li>currency;<\/li><li>permissions;<\/li><li>traceability.<\/li><\/ul><\/div><\/li><li><span aria-hidden=\"true\">05<\/span><div><h3><span class=\"ie-step-source-number\">5. <\/span>Handover and continuity<\/h3><p>We document the rules, responsibilities and criteria needed to maintain the infrastructure once implemented.<\/p><\/div><\/li><\/ol><\/div><\/section>\n<section class=\"ie-boundaries\" id=\"que-no-hacemos\" aria-labelledby=\"que-no-hacemos-title\"><div class=\"ie-inner\"><div class=\"ie-centered-head\"><p class=\"ie-section-kicker\">Boundaries<\/p><h2 id=\"que-no-hacemos-title\">What we do not do<\/h2><\/div><div class=\"ie-boundary-grid\"><article><h3>We do not migrate information by default<\/h3><p>A migration only makes sense when it forms part of the solution.<\/p><\/article><article><h3>We do not impose a platform<\/h3><p>The architecture is defined from the problem.<\/p><\/article><article><h3>We do not promise that an AI model will be infallible<\/h3><p>We can improve the conditions under which it accesses and uses knowledge.<\/p><p>We do not control every behaviour of external models.<\/p><\/article><article><h3>We do not build more complexity than necessary<\/h3><p>If a rule, integration or source correction solves the problem, we do not design a larger infrastructure to justify the project.<\/p><\/article><\/div><\/div><\/section>\n<section class=\"ie-editorial ie-editorial--plain\" id=\"casos-donde-puede-tener-sentido\" aria-labelledby=\"casos-donde-puede-tener-sentido-title\"><div class=\"ie-inner ie-editorial-inner\"><h2 id=\"casos-donde-puede-tener-sentido-title\">Cases where it may make sense<\/h2>\n<ul class=\"ie-editorial-list\">\n<li>internal assistants working with complex documentation;<\/li>\n<li>RAG architectures;<\/li>\n<li>AI agents;<\/li>\n<li>groups with multiple brands or units;<\/li>\n<li>complex catalogues or services;<\/li>\n<li>operations across several countries or languages;<\/li>\n<li>organisations with regulated information;<\/li>\n<li>systems where the origin of an answer must be reconstructable;<\/li>\n<li>multiple sources describing the same entities;<\/li>\n<li>ecosystems where internal and public information require different rules.<\/li>\n<\/ul>\n<\/div><\/section>\n<section class=\"ie-editorial ie-editorial--soft\" id=\"el-primer-paso-suele-ser-un-diagnostico-enterprise\" aria-labelledby=\"el-primer-paso-suele-ser-un-diagnostico-enterprise-title\"><div class=\"ie-inner ie-editorial-inner\"><h2 id=\"el-primer-paso-suele-ser-un-diagnostico-enterprise-title\">The first step is usually an Enterprise Diagnostic<\/h2>\n<p>We do not price an infrastructure based solely on a commercial meeting.<\/p>\n<p>First, we need to understand which knowledge is involved, where it lives and which conditions it must retain.<\/p>\n<p>The Enterprise Diagnostic defines that scope before implementation begins.<\/p>\n<div class=\"ie-actions ie-content-actions\"><a class=\"ie-action ie-primary\" href=\"https:\/\/shymow.es\/en\/core-geo\/\">View the Enterprise Diagnostic <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div>\n<\/div><\/section>\n<section class=\"ie-faq\" id=\"preguntas-frecuentes\" aria-labelledby=\"ie-faq-title\">\n<div class=\"ie-inner\"><div class=\"ie-faq-head\"><h2 id=\"ie-faq-title\">Frequently asked questions<\/h2><\/div>\n<div class=\"ie-faq-list\"><\/div><\/div>\n<\/section>\n<section class=\"ie-investment\" id=\"inversion\" aria-labelledby=\"inversion-title\"><div class=\"ie-inner ie-investment-grid\"><div><h2 id=\"inversion-title\">Investment<\/h2><p class=\"ie-amount-line\">From \u20ac30,000 excl. VAT<\/p><\/div><div><p>This is an indicative minimum investment for a defined implementation.<\/p><p>The final price depends on:<\/p><ul class=\"ie-investment-list\"><li>the domain;<\/li><li>the number and diversity of sources;<\/li><li>the systems involved;<\/li><li>integrations;<\/li><li>teams;<\/li><li>governance rules;<\/li><li>access requirements;<\/li><li>validation complexity.<\/li><\/ul><p>We define the scope before starting.<\/p><div class=\"ie-actions ie-content-actions\"><a class=\"ie-action ie-primary\" href=\"https:\/\/shymow.es\/en\/contact\/\">Assess fit with Shymow <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/div><\/div><\/section>\n<section class=\"ie-closing\" id=\"el-objetivo-no-es-construir-otra-capa-tecnologica\" aria-labelledby=\"el-objetivo-no-es-construir-otra-capa-tecnologica-title\" data-motion data-motion-resource=\"13\"><div class=\"ie-jenn-ambient ie-jenn-ambient--nebula\" aria-hidden=\"true\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div>\n<svg class=\"ie-nebula-particles\" viewBox=\"0 0 1440 900\" preserveAspectRatio=\"none\" aria-hidden=\"true\" focusable=\"false\">\n  <g class=\"ie-nebula-drift\">\n    <circle class=\"ie-nebula-spark ie-nebula-blink\" cx=\"164\" cy=\"126\" r=\"2\"\/><circle class=\"ie-nebula-spark ie-nebula-blink\" cx=\"1212\" cy=\"186\" r=\"1.8\"\/><circle class=\"ie-nebula-spark ie-nebula-blink\" cx=\"1090\" cy=\"642\" r=\"1.6\"\/><circle class=\"ie-nebula-spark ie-nebula-blink\" cx=\"298\" cy=\"716\" r=\"1.8\"\/>\n    <circle class=\"ie-nebula-star ie-nebula-pulse\" cx=\"180\" cy=\"208\" r=\"3.2\"\/><circle class=\"ie-nebula-halo ie-nebula-pulse\" cx=\"180\" cy=\"208\" r=\"16\"\/>\n    <circle class=\"ie-nebula-star ie-nebula-pulse\" cx=\"1220\" cy=\"244\" r=\"3\"\/><circle class=\"ie-nebula-halo ie-nebula-pulse\" cx=\"1220\" cy=\"244\" r=\"14\"\/>\n    <circle class=\"ie-nebula-star ie-nebula-pulse\" cx=\"1108\" cy=\"680\" r=\"3.6\"\/><circle class=\"ie-nebula-halo ie-nebula-pulse\" cx=\"1108\" cy=\"680\" r=\"17\"\/>\n    <circle class=\"ie-nebula-star ie-nebula-pulse\" cx=\"276\" cy=\"650\" r=\"3.2\"\/><circle class=\"ie-nebula-halo ie-nebula-pulse\" cx=\"276\" cy=\"650\" r=\"15\"\/>\n    <path d=\"M120 160 C250 210 280 280 290 360\" fill=\"none\" stroke=\"rgba(32,209,204,.18)\" stroke-width=\"1\"\/>\n    <path d=\"M1170 210 C1100 280 1088 360 1096 482\" fill=\"none\" stroke=\"rgba(32,209,204,.18)\" stroke-width=\"1\"\/>\n    <path d=\"M270 642 C390 620 540 626 664 676\" fill=\"none\" stroke=\"rgba(252,252,253,.08)\" stroke-width=\".8\"\/>\n    <path d=\"M824 218 C936 192 1068 194 1210 244\" fill=\"none\" stroke=\"rgba(252,252,253,.08)\" stroke-width=\".8\"\/>\n  <\/g>\n<\/svg><div class=\"ie-inner\"><p class=\"ie-section-kicker\">End of page<\/p><h2 id=\"el-objetivo-no-es-construir-otra-capa-tecnologica-title\">The objective is not to build another technology layer<\/h2><p class=\"ie-usage\">It is to ensure that knowledge retains its meaning as it moves across systems.<\/p><p>If your organisation needs people, applications and AI systems to work from a common foundation of identity, authority, evidence and context, we can assess whether there is a case for implementation.<\/p><div class=\"ie-actions ie-content-actions\"><a class=\"ie-action ie-primary\" href=\"https:\/\/shymow.es\/en\/contact\/\">Assess fit with Shymow <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/div><\/section>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Knowledge infrastructure \/ ENTERPRISE \u00b7 IMPLEMENTATION Enterprise knowledge infrastructure We design and implement the layer that enables an organisation to identify, connect, govern and consistently reuse knowledge across people, applications and AI systems. The architecture is defined around the problem, the sources and the systems already in place. We do not start from a predetermined [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/service-implantacion-enterprise.php","meta":{"footnotes":""},"class_list":["post-23958257","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/pages\/23958257","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/comments?post=23958257"}],"version-history":[{"count":0,"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/pages\/23958257\/revisions"}],"wp:attachment":[{"href":"https:\/\/shymow.es\/en\/wp-json\/wp\/v2\/media?parent=23958257"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}