# agora-software.com > AI-optimized mirror of agora-software.com containing 42 pages totalling 25,874 words of clean markdown content, structured data, and semantic HTML. Original source: https://agora-software.com/. Last updated: 2026-06-10T00:54:56.183Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [The sovereign AI stack for software publishers](/content/site-root.html): Agora Software. The sovereign AI stack for software publishers. From speech to text, from understanding to generation, from local inference to omnichannel deployment. (524 words) ## Articles & Blog Posts - [MCP is not dead, it's being misused](/content/en/mcp-natif/index.html): The MCP protocol is under fire, but the real problem is the LLM-as-router architecture. Agora's approach separates understanding from execution. (1,356 words) - [AI and ethics: knock or no knock?](/content/en/ia-ethique/index.html): From nudges to deepfakes, from medical ethics to digital ethics -- exploring the ethical dimensions of AI for software publishers. (2,459 words) - [AI at all costs? Understanding pricing models](/content/en/ia-pricing/index.html): AI pricing models for software publishers: embedded vs premium, cost structures, and strategic positioning in a rapidly evolving market. (1,517 words) - [Open source, open weight or proprietary LLM?](/content/en/llm-open-source/index.html): Understanding the differences between open source, open weight, and proprietary LLMs -- licenses, performance, costs, and sovereignty. (2,050 words) - [Software publishers: May the Force be with you!](/content/en/editeurs-que-la-force/index.html): Porter's forces analysis applied to conversational AI for software publishers. How competitive dynamics are shifting over the next 3 years. (1,083 words) - [Business application publishers: drivers of productivity](/content/en/editeurs-productivite/index.html): Conversational AI is transforming business applications. Publishers hold the key to democratizing AI for SMEs and large companies alike. (709 words) - [AI, a powerful growth driver for publishers](/content/en/ia-croissance-editeurs/index.html): AI could boost EU GDP by 0.7% per year. Software publishers are key players in capturing this value through AI-enhanced applications. (957 words) - [Agentic AI: ideal employee or ticking time bomb?](/content/en/ia-agentique-risques/index.html): Agentic AI promises unprecedented efficiency but relies on unpredictable model behaviors. Explore the risks, solutions, and future scenarios. (757 words) - [Conversational agents vs chatbots: understanding the differences](/content/en/agents-vs-chatbots/index.html): Chatbots follow scripts; conversational agents understand context, adapt, and orchestrate complex actions. Learn the key differences. (628 words) - [ChatGPT: enthusiasm or concern?](/content/en/chatgpt-enthousiasme-ou-inquietude/index.html): ChatGPT has dominated headlines for weeks. Impressive technical achievement or tool to handle with care? An analysis of this generalist language model's capabilities and limitations. (524 words) - [Hallucinations, LLMs and conversational AI](/content/en/hallucinations-llm-ia-conversationnelle/index.html): LLMs sometimes generate false information presented as fact. Origins, consequences in professional contexts, and mitigation strategies. (323 words) - [Conversational access to business software: 10 criteria for the product director](/content/en/criteres-ia-conversationnelle/index.html): What criteria should you evaluate before integrating conversational AI into your business software? A practical guide for product directors at the conversational tipping point. (365 words) - [Software publishers: simplify your users' journeys](/content/en/editeurs-logiciel-simplifiez-parcours-utilisateurs/index.html): Collaborative tools are multiplying without always considering user experience. Natural language is the key to an efficient and accessible digital workplace. (447 words) - [User experience on mobile applications: challenges & solutions](/content/en/experience-utilisateur-applications-mobiles/index.html): Smartphones have revolutionised our relationship with technology, but mobile user experience often disappoints. An overview of the key challenges and solutions, including conversational interfaces. (356 words) - [The difficult prediction of digital's environmental footprint](/content/en/empreinte-environnementale/index.html): Is digital technology driving ecocide? The reality is nuanced -- examining efficiency, growth, and the environmental impact of the sector. (562 words) - [OCR vs Vision Models: How to choose the right technology for your software?](/content/en/ocr-vision/index.html): AI-powered OCR or vision-language models? Understanding the strengths of each approach to make the right integration choice for your software. (532 words) - [Conversations for enterprise applications](/content/en/conversations-applications-entreprise/index.html): After web and mobile, conversational interfaces open a new access mode for business software. Why this evolution is now possible, and how to implement it. (499 words) - [The emergence of ChatGPT](/content/en/chat-gpt-emergence/index.html): How GPT, described as a 'next-word prediction machine', manages to answer complex questions despite its fundamentally simple nature. (377 words) - [Apple GPT](/content/en/apple-gpt/index.html): Apple announces that the Apple Watch Series 9 can process Siri requests directly on the device, without an internet connection. A key step towards sovereign local inference. (248 words) - [8 questions to ask yourself before integrating AI into your application](/content/en/8-questions-integration-ia-application/index.html): Integrating AI into your application requires method and foresight. Here are the 8 key questions every product director should ask before getting started. (337 words) - [The AI Act: dura lex, sed lex](/content/en/la-loi-sur-lia-ai-act-dura-lex-sed-lex/index.html): The European AI Act has come into force. What software publishers integrating AI features need to know, and what they must do to comply. (281 words) - [CEO, conversational AI: 4 reasons to pay attention](/content/en/ceo-ia-conversationnelle/index.html): Beyond the post-ChatGPT hype, why should software publisher executives take conversational AI seriously? Four concrete reasons. (305 words) - [When AI steps up to HRIS, users are the winners](/content/en/ia-conversationnelle-sirh/index.html): Conversational AI integrated into HR Information Systems benefits both end users and software publishers by automating routine tasks and improving the user experience. (257 words) - [Digital adoption remains a challenge](/content/en/defi-adoption-digital/index.html): 84% of employees don't master the tools they use every day. Why digital adoption is still a critical issue for organisations, and how to address it. (286 words) - [Publishers: the user is the key](/content/en/editeurs-l-utilisateur-est-la-cle/index.html): A publisher who wants to deliver the best experience must focus on their users. User experience is unfortunately rarely the starting point in enterprise software. (718 words) - [Local inference](/content/en/inference-locale/index.html): Why Agora chose local inference to run AI models: sovereignty, cost control, performance, and full technical mastery of the stack. (1,256 words) - [Simplify your ERP by integrating conversational AI](/content/en/simplifier-erp-ia-conversationnelle/index.html): ERPs are powerful but complex. Conversational AI lets users access them in natural language, without training, and get the most out of them — even occasionally. (236 words) - [en/contact/index.html](/content/en/contact/index.html) (1 words) - [Blog](/content/en/blog/index.html): Articles, analyses and experience reports on conversational AI, LLMs, local inference and AI integration for software publishers. (999 words) - [Agents that act in your software, not just chatbots that respond](/content/en/agir/index.html): Multi-step agentic workflows. Tool orchestration, persistent memory, code execution, inter-agent communication. Not just a chatbot. (657 words) - [Deploy in minutes, scale without limits](/content/en/deployer/index.html): Deploy your AI agent in minutes for each new client. Native multi-tenant architecture, no-code studio, custom business connectors. Slack, Teams, WhatsApp and more. (279 words) - [The AI that understands your software](/content/en/a-propos/index.html): Discover the team, scientific advisory board, and ecosystem of Agora Software, the sovereign AI stack for software publishers. (369 words) - [Frequently Asked Questions](/content/en/faq/index.html): Answers about integration, pricing, sovereignty and technology of the Agora platform. (527 words) - [Legal Notice](/content/en/mentions-legales/index.html): Legal notice, privacy policy and GDPR information for Agora Software. (316 words) - [Your users find the answer in one question](/content/en/chercher/index.html): AI document search with RAG. Natural language questions, precise answers with cited sources, chain validation, zero hallucination. (373 words) - [Your users aren't using your full software](/content/en/editeurs/index.html): ERP, HRIS, CRM, ATS, Legal, Planning: discover how Agora AI agents integrate into each type of business software. (483 words) - [Local AI inference: your data never leaves](/content/en/raisonner/index.html): Self-hosted LLM inference server. Your data never leaves. Support for Qwen, Mistral, Llama, DeepSeek. Sovereign inference. (439 words) - [La stack IA souveraine pour les éditeurs de logiciels](/content/fr/index.html): Des agents IA intégrés dans vos logiciels métier. Reconnaissance vocale, inférence locale, RAG, workflows agentiques. Stack souveraine hébergée en France. (503 words) - [Your clients want AI. Your software delivers it.](/content/en/plateforme/index.html): Complete AI platform for software publishers. Speech recognition, local inference, RAG, agentic workflows, omnichannel deployment. Sovereign, hosted in France. (471 words) - [Your users generate content without leaving your application](/content/en/generer/index.html): Emails, reports, summaries, job descriptions. generated by AI directly from your business software data. (244 words) - [Your users speak to your software, in their own language](/content/en/parler/index.html): Real-time speech recognition natively integrated into your software. Low-latency streaming, multilingual, sovereign hosting. (264 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/robots.txt): Crawler directives