{"id":7458,"date":"2026-08-19T19:10:05","date_gmt":"2026-08-19T19:10:05","guid":{"rendered":"https:\/\/www.wiven.ai\/wiven-llm\/docs\/presentation\/cas-usage\/"},"modified":"2026-08-19T19:10:05","modified_gmt":"2026-08-19T19:10:05","slug":"cas-usage","status":"publish","type":"wvn_doc","link":"https:\/\/www.wiven.ai\/en\/wiven-llm\/docs\/presentation\/cas-usage\/","title":{"rendered":"Use Cases"},"content":{"rendered":"<h1>Use Cases<\/h1>\n<p>The scenarios below describe typical implementations: what is installed,<br \/>\nHow it is organized, and what needs to be monitored. They combine.<\/p>\n<hr \/>\n<h2>Trust and accounting expertise<\/h2>\n<p><strong>The problem.<\/strong> Thousands of documents per client \u2014 invoices, statements, contracts,<br \/>\ncorrespondence \u2014 and recurring questions whose answer is buried in a<br \/>\ncase.<\/p>\n<p><strong>The setup.<\/strong><br \/>\n\u2013 A workspace <strong>per customer<\/strong>, This isolates each person&#039;s documents:<br \/>\n  A question asked in one space cannot access the documents of another.<br \/>\n  other.<br \/>\n- Fashion <strong>Request<\/strong> activated, so that the assistant refuses to answer when the<br \/>\n  The file does not contain the information, rather than embellishing.<br \/>\n\u2013 Prompt system specifying the applicable reference framework and level of detail<br \/>\n  expected.<br \/>\n\u2013 Reference documents (internal accounting plan, procedures) <strong>pinned<\/strong> In<br \/>\n  each space.<\/p>\n<p><strong>This is what it looks like.<\/strong> \u00ab&quot;What charges were recharged to customer X in Q3?&quot;,<br \/>\nwith extracts of supporting documents \u2014 verifiable with one click.<\/p>\n<p><strong>Something to keep an eye on.<\/strong> Request mode reduces inventions but does not eliminate them:<br \/>\nthe amounts must be cross-checked with the cited document.<\/p>\n<hr \/>\n<h2>Law firm and legal services<\/h2>\n<p><strong>The problem.<\/strong> Research in a document collection (standard contracts,<br \/>\ncase law, previous briefs) costs billable time, and the<br \/>\nConfidential excludes online AI services.<\/p>\n<p><strong>The setup.<\/strong><br \/>\n- Facility <strong>entirely local<\/strong> \u2014 model, index and documents on<br \/>\n  the office infrastructure.<br \/>\n\u2013 Areas by subject area (labor law, commercial contracts, litigation) or<br \/>\n  per case, depending on the size of the firm.<br \/>\n\u2013 <strong>Roles<\/strong> distinguishing between partners, associates and administrative staff.<br \/>\n\u2013 <strong>Content control<\/strong> to block the entry of identifiers or data<br \/>\n  which have no place in a conversation.<\/p>\n<p><strong>This is what it looks like.<\/strong> Comparison of clauses between several contracts, preparation<br \/>\nsummary notes, research in previous dissertations.<\/p>\n<p><strong>Something to keep an eye on.<\/strong> Every production intended for a client undergoes a proofreading process.<br \/>\nHuman: it&#039;s a preparation tool, not a final drafting tool.<\/p>\n<hr \/>\n<h2>industrial SME<\/h2>\n<p><strong>The problem.<\/strong> Technical documentation \u2014 plans, instructions, quality procedures,<br \/>\nhistorical records of interventions \u2014 are scattered and known to a few people<br \/>\nonly.<\/p>\n<p><strong>The setup.<\/strong><br \/>\n\u2013 A space <strong>technical documentation<\/strong>, a space <strong>quality<\/strong>, a space<br \/>\n  <strong>support<\/strong>.<br \/>\n\u2013 Automated import from internal wikis and existing repositories.<br \/>\n- Skill <strong>SQL<\/strong> of the agent connected in read-only mode to the ERP system to cross-reference<br \/>\n  a documentary question with production data.<br \/>\n\u2013 <strong>Planned tasks<\/strong> producing a weekly summary of incidents.<\/p>\n<p><strong>This is what it looks like.<\/strong> A technician asks a question in natural language and<br \/>\nobtains the exact procedure, with the document reference.<\/p>\n<p><strong>Something to keep an eye on.<\/strong> Outdated documents respond just as well as others \u2014<br \/>\nDocument governance remains necessary.<\/p>\n<hr \/>\n<h2>Real estate agency<\/h2>\n<p><strong>The problem.<\/strong> Mandates, leases, property condition reports and diagnostics are piling up,<br \/>\nand prospecting consumes a considerable amount of time.<\/p>\n<p><strong>The setup.<\/strong><br \/>\n\u2013 A space <strong>wallet<\/strong> for goods, a space <strong>legal<\/strong> for the<br \/>\n  models of deeds.<br \/>\n\u2013 <strong>Web widget<\/strong> on the public site, connected to a space containing only<br \/>\n  Publishable information, with a limit on the number of conversations per day.<br \/>\n\u2013 Agent of <strong>prospecting<\/strong> for the search for qualified contacts.<\/p>\n<p><strong>This is what it looks like.<\/strong> Answers to frequently asked questions from visitors without<br \/>\nmobilize a collaborator, and accelerate file preparation.<\/p>\n<p><strong>Something to keep an eye on.<\/strong> The widget is public: the space to which it is linked must not<br \/>\ncontain <strong>that<\/strong> disseminable information, and the list of domains<br \/>\nauthorized must be entered.<\/p>\n<hr \/>\n<h2>Public administration<\/h2>\n<p><strong>The problem.<\/strong> Sovereignty and data protection requirements that<br \/>\nexclude online services, and a significant regulatory volume.<\/p>\n<p><strong>The setup.<\/strong><br \/>\n\u2013 Instance on internal infrastructure or national datacenter, <strong>without exit<br \/>\n  network<\/strong>.<br \/>\n\u2013 <strong>Organizations<\/strong> to separate services, with authentication<br \/>\n  unique, connected to the existing directory.<br \/>\n\u2013 <strong>Event log<\/strong> kept for traceability.<br \/>\n\u2013 Content control configured according to internal policy.<\/p>\n<p><strong>This is what it looks like.<\/strong> Research in the regulatory corpus, drafting assistance<br \/>\nresponses, summaries of files \u2014 without any data leaving the scope.<\/p>\n<p><strong>Something to keep an eye on.<\/strong> The event log records the structuring actions; ;<br \/>\nThe entity&#039;s specific archiving obligations must be verified.<br \/>\nseparately.<\/p>\n<hr \/>\n<h2>A cross-cutting scenario: internal support<\/h2>\n<p>Applicable to all the above structures.<\/p>\n<ul>\n<li>A space powered by internal procedures, the HR FAQ, and notes from<br \/>\n  service.<\/li>\n<li>THE <strong>web widget<\/strong> published on the intranet, or access <strong>guest<\/strong> for the<br \/>\n  collaborators without accounts.<\/li>\n<li>A <strong>planned task<\/strong> which identifies each week the questions that have remained unanswered<br \/>\n  satisfactory response, to identify the gaps in documentation.<\/li>\n<\/ul>\n<hr \/>\n<h2>Choose your starting configuration<\/h2>\n<table>\n<thead>\n<tr>\n<th>Priority<\/th>\n<th>Recommended configuration<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Absolute confidentiality<\/td>\n<td>Local model + native embeddings + local vector database<\/td>\n<\/tr>\n<tr>\n<td>Maximum quality of responses<\/td>\n<td>External supplier, selected and documented<\/td>\n<\/tr>\n<tr>\n<td>Balance<\/td>\n<td>Local model for everyday use, <a href=\"\/en\/wiven-llm\/docs\/administration\/routeur\/\">router models<\/a> towards a more powerful model for complex cases<\/td>\n<\/tr>\n<tr>\n<td>Large volume of documentation<\/td>\n<td>Enterprise vector database rather than local one<\/td>\n<\/tr>\n<tr>\n<td>Many simultaneous users<\/td>\n<td>Server deployment, appropriately sized hardware, or external provider<\/td>\n<\/tr>\n<\/tbody>\n<\/table>","protected":false},"parent":7454,"menu_order":104,"template":"","meta":[],"class_list":["post-7458","wvn_doc","type-wvn_doc","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Cas d&#039;usage \u2014 Documentation WivenLLM<\/title>\n<meta name=\"description\" content=\"Comment fiduciaires, cabinets juridiques, industriels, agences immobili\u00e8res et administrations mettent WivenLLM en production.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wiven.ai\/en\/wiven-llm\/docs\/presentation\/cas-usage\/\" \/>\n<meta property=\"og:locale\" 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