{"id":29552,"date":"2025-09-17T00:15:45","date_gmt":"2025-09-17T03:15:45","guid":{"rendered":"https:\/\/nocodestartup.io\/?p=29552"},"modified":"2025-09-17T01:31:50","modified_gmt":"2025-09-17T04:31:50","slug":"create-a-multi-agent-system-with-ais","status":"publish","type":"post","link":"https:\/\/nocodestartup.io\/en\/create-a-multi-agent-system-with-ais\/","title":{"rendered":"Create a Multi-Agent System with Expert AIs and Custom Data"},"content":{"rendered":"<p>I&#039;m going to show you, in practice, how to move beyond generic customer service. We&#039;re going to build a system. <a href=\"https:\/\/nocodestartup.io\/en\/what-are-multi-agent-ai-systems\/\" target=\"_blank\" rel=\"noreferrer noopener\">multi-agent with AIs<\/a> experts. Each agent responds based on <strong>reliable data<\/strong> and updated.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Create a Multi-Agent System with Expert AIs and Custom Data\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/bAm5vu2ZoxQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>Table of Contents<\/h2><nav><ul><li><a href=\"#o-problema-do-atendimento-repetitivo-nas-empresas\">The problem of repetitive customer service in companies.<\/a><\/li><li><a href=\"#arquitetura-de-um-projeto-de-agente\">Architecture of an Agent project<\/a><\/li><li><a href=\"#o-papel-do-agente-orquestrador-na-orquestracao-dos-fluxos\">The role of the Orchestrating Agent in orchestrating the flows.<\/a><\/li><li><a href=\"#demonstracao-pratica-especialistas-respondendo-em-tempo-real\">Practical demonstration: experts responding in real time.<\/a><\/li><li><a href=\"#preparacao-da-base-de-conhecimento\">Knowledge base preparation<\/a><\/li><li><a href=\"#conheca-a-jina-ai\">Meet Jina AI<\/a><\/li><li><a href=\"#exemplos-de-perguntas-reais-e-respostas-do-sistema\">Examples of real questions and answers from the system.<\/a><\/li><li><a href=\"#teste-com-duvidas-ambiguas-e-limites-do-sistema\">Test with ambiguous questions and system limitations.<\/a><\/li><li><a href=\"#stack-de-referencia\">Reference stack\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"o-problema-do-atendimento-repetitivo-nas-empresas\"><strong>The problem of repetitive customer service in companies.<\/strong><\/h2>\n\n\n\n<p>Have you ever wasted hours answering the same questions? Or seen a generic AI make mistakes on simple technical questions? This is the bottleneck that undermines satisfaction and scalability.<\/p>\n\n\n\n<p>What works is <strong>specialization + context<\/strong>. Instead of an agent that does everything, we created... <strong>several<\/strong> specialists. Each one solves a part of the process with <strong>precision<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"arquitetura-de-um-projeto-de-agente\"><strong>Architecture of an Agent project<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"visao-em-camadas\"><strong>Layered view<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA-1024x556.webp\" alt=\"What are multi-agent AI systems?\" class=\"wp-image-29553\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA-1024x556.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA-768x417.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA-1536x834.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA-150x81.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-sao-multiagentes-de-IA.webp 1717w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Front-end:<\/strong> User chat (n8n Chat Trigger or web\/chat). <strong>Orchestration:<\/strong> flows in <strong>n8n<\/strong> coordinating agents and tools. <strong>Knowledge:<\/strong> vector bases in <strong><a href=\"https:\/\/nocodestartup.io\/en\/supabase-backend-everything-you-need-to-know-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Supabase<\/a> (Postgres + pgvector)<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"componentes-principais\"><strong>Main components<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA-1024x556.webp\" alt=\"What is the best AI agent creator?\" class=\"wp-image-29554\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA-1024x556.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA-768x417.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA-1536x834.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA-150x81.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Qual-e-o-melhor-criador-de-agentes-de-IA.webp 1717w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Orchestrating Agent:<\/strong> He receives the question and decides which path to take. <strong>Specialist Agents:<\/strong> <a href=\"https:\/\/nocodestartup.io\/en\/n8n\/\">n8n<\/a>, <strong><a href=\"https:\/\/open.nocodestartup.io\/c\/dicas\/lovable-n8n-automacao-inteligente-em-minutos\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Lovable<\/a><\/strong> and <strong><a href=\"https:\/\/nocodestartup.io\/en\/flutterflow\/\" target=\"_blank\" rel=\"noreferrer noopener\">FlutterFlow<\/a><\/strong>. <strong>RAG:<\/strong> Semantic search in the official documentation of each tool.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"fluxo-resumido\"><strong>Summary flow<\/strong><\/h3>\n\n\n\n<p>User asks a question \u2192 Orchestrator classifies it \u2192 Expert consults RAG. Expert generates an answer with sources \u2192 Orchestrator delivers it in the chat. Logs and metrics are saved for continuous improvement.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"o-papel-do-agente-orquestrador-na-orquestracao-dos-fluxos\"><strong>The role of the Orchestrating Agent in orchestrating the flows.<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia-1024x544.webp\" alt=\"orchestrator of ia\" class=\"wp-image-29555\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia-1024x544.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia-768x408.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia-1536x817.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia-150x80.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Orquestrador-de-ia.webp 1725w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>The orchestrator is the <strong>conductor<\/strong> of the system. It classifies the intention, asks for clarifications when necessary. Only then does it delegate to the correct specialist.<\/p>\n\n\n\n<p>He applies <strong>quality policies<\/strong>. Formats responses, includes citations\/links, and sets limits. If context is lacking, prompts the user for minimal information.<\/p>\n\n\n\n<p>Also manages <strong>fallbacks<\/strong>. If one expert fails, another is tried, or reliable guidance is provided. This ensures stability even in error scenarios.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"demonstracao-pratica-especialistas-respondendo-em-tempo-real\"><strong>Practical demonstration: experts responding in real time.<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA-1024x548.webp\" alt=\"AI agent platform\" class=\"wp-image-29556\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA-1024x548.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA-768x411.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA-1536x822.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA-150x80.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Plataforma-de-agentes-de-IA.webp 1715w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>When the user asks about <strong>n8n<\/strong>, The orchestrator routes the data. The n8n expert consults the vector database for that document. The response comes structured with steps and best practices.<\/p>\n\n\n\n<p>If the question is about <strong>Lovable<\/strong> or <strong>FlutterFlow<\/strong>, The same logic applies. Each specialist reads only their own isolated knowledge base. This avoids confusion and improves accuracy.<\/p>\n\n\n\n<p>Messages and decisions are recorded. This allows us to measure response time, accuracy, and costs. And we optimize prompts and thresholds with real data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"preparacao-da-base-de-conhecimento\"><strong>Knowledge base preparation<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"545\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento-1024x545.webp\" alt=\"Knowledge base preparation\" class=\"wp-image-29557\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento-1024x545.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento-768x409.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento-1536x818.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento-150x80.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Preparacao-da-base-de-conhecimento.webp 1721w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"pipeline-de-ingestao\"><strong>Intake pipeline<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Collect:<\/strong> use <strong>Jina Reader<\/strong> to extract clean pages.<\/li>\n\n\n\n<li><strong>Processing:<\/strong> Cleaning, chunking, and metadata (source\/URL).<\/li>\n\n\n\n<li><strong>Embeddings:<\/strong> generation with OpenAI (text-embedding-3).<\/li>\n\n\n\n<li><strong>Indexing:<\/strong> insertion into <strong>Supabase<\/strong> with <strong>pgvector<\/strong>.<\/li>\n\n\n\n<li><strong>Observability:<\/strong> Scheduled jobs and versioning.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"boas-praticas\"><strong>Good practices<\/strong><\/h3>\n\n\n\n<p>Separate a table by tool. Store <strong>title, URL, excerpt, embedding, and date<\/strong>. Use the version to see what has changed and when.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"conheca-a-jina-ai\"><strong>Meet Jina AI<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI-1024x546.webp\" alt=\"Meet Jina AI\" class=\"wp-image-29558\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI-1024x546.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI-768x410.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI-1536x819.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI-150x80.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Conheca-a-Jina-AI.webp 1721w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>THE <strong><a href=\"https:\/\/nocodestartup.io\/en\/jina-reader-extract-website-data-with-rag-and-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jina AI<\/a><\/strong> It offers tools for data pipelines. In the project I use the <strong>Jina Reader<\/strong> to extract clean content. Works via URL shortcut or by <strong>API<\/strong> with key.<\/p>\n\n\n\n<p>Advantages: speed, simplicity, and zero initial cost. Great for <strong>POCs<\/strong> and to keep the documentation always up-to-date. Integrates well with n8n and vector databases.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"exemplos-de-perguntas-reais-e-respostas-do-sistema\"><strong>Examples of real questions and answers from the system.<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"555\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema-1024x555.webp\" alt=\"Examples of real questions and answers from the system.\" class=\"wp-image-29559\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema-1024x555.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema-768x416.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema-1536x832.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema-18x10.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema-150x81.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Exemplos-de-perguntas-reais-e-respostas-do-sistema.webp 1713w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Question (n8n):<\/strong> How do I create a workflow from scratch? <strong>Response:<\/strong> Create workflows, add triggers, chain nodes. Manually test, save, and activate. Suggest templates.<\/p>\n\n\n\n<p><strong>Question (Loveable):<\/strong> How do I generate a quick dashboard? <strong>Response:<\/strong> Create project, define schema, import data. Generate automatic UI and customize components.<\/p>\n\n\n\n<p><strong>Question (FlutterFlow):<\/strong> How to consume a <a href=\"https:\/\/nocodestartup.io\/en\/api-nocode\/\" target=\"_blank\" rel=\"noreferrer noopener\">REST API<\/a>? <strong>Response:<\/strong> Configure endpoints, map fields and states. Test requests and handle errors in the navigation flow.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"teste-com-duvidas-ambiguas-e-limites-do-sistema\"><strong>Test with ambiguous questions and system limitations.<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"520\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema-1024x520.webp\" alt=\"Test with ambiguous questions and system limitations.\" class=\"wp-image-29560\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema-1024x520.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema-768x390.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema-1536x779.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema-18x9.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema-150x76.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Teste-com-duvidas-ambiguas-e-limites-do-sistema.webp 1833w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>When the question is <strong>generic<\/strong> (e.g., &quot;How to automate?&quot;), the orchestrator requests the target tool. This avoids vague answers and reduces costs.<\/p>\n\n\n\n<p>If the user asks for something <strong>out of scope<\/strong> (ex.: <a href=\"https:\/\/nocodestartup.io\/en\/zapier-automations-everything-you-need-to-know-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Zapier<\/a>The system responds with transparency and alternatives. It&#039;s better to be clear than to &quot;invent&quot; answers.<\/p>\n\n\n\n<p>Limitations exist: outdated databases and poor prompts. We mitigate this with monitoring, re-ingestion, and prompt revisions. And satisfaction metrics to close the loop.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"stack-de-referencia\"><strong>Reference stack&nbsp;<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"525\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente-1024x525.webp\" alt=\"What is WhatsApp Multi-agent?\" class=\"wp-image-29561\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente-1024x525.webp 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente-768x393.webp 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente-1536x787.webp 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente-18x9.webp 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente-150x77.webp 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-o-WhatsApp-Multi-agente.webp 1833w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Models:<\/strong> GPT-5 Thinking (orchestration); <a href=\"https:\/\/nocodestartup.io\/en\/chatgpt-5-launched-what-changes\/\" target=\"_blank\" rel=\"noreferrer noopener\">GPT-5<\/a> Mini for general use. <strong>Embeddings:<\/strong> text\u2011embedding\u20113; optional local Llama\/Mistral. <strong>Orchestration:<\/strong> n8n (AI Agents + HTTP + Schedulers).<\/p>\n\n\n\n<p><strong>Knowledge:<\/strong> Supabase + pgvector; logging in Postgres. <strong>Extraction:<\/strong> Jina Reader (shortcut\/API) with Markdown normalization. <strong>Messaging:<\/strong> Web\/App chat; optional WhatsApp\/Slack.<\/p>\n\n\n\n<p><strong>Quality:<\/strong> Source validation, minimum score, and fallback. <strong>Observability:<\/strong> Metrics by agent, cost, latency, and accuracy. <strong>Security:<\/strong> RBAC, PII masking, and audit trail.<\/p>\n\n\n\n<p>Multi-agent systems solve what generic AIs can&#039;t. The right architecture, specialization, and data make all the difference. With this blueprint, you can start your pilot today.<\/p>\n\n\n\n<p>If you want, I can generate them. <strong>n8n workflows<\/strong> Initial steps. I&#039;ve included prompts, table schemas, and ingestion jobs. This allows you to test quickly and reliably measure ROI.<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Additional Content:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/nocodestartup.io\/en\/nocode-training-3\/\" target=\"_blank\" rel=\"noreferrer noopener\">NoCode StartUp AI Agent Manager Training<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/nocodestartup.io\/en\/nocode-training-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">SaaS AI NoCode Startup Training<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>I&#039;ll show you, in practice, how to move beyond generic customer service. We&#039;ll build a multi-agent system with expert AIs. Each agent responds based on reliable and up-to-date data. The problem of repetitive customer service in companies: Have you ever wasted hours answering the same questions? Or seen a generic AI make mistakes on simple technical questions? [\u2026]<\/p>","protected":false},"author":32,"featured_media":29562,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[23,1],"tags":[],"post_folder":[],"class_list":["post-29552","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-artificial","category-no-code"],"acf":[],"_links":{"self":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/posts\/29552","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/users\/32"}],"replies":[{"embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/comments?post=29552"}],"version-history":[{"count":0,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/posts\/29552\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/media\/29562"}],"wp:attachment":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/media?parent=29552"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/categories?post=29552"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/tags?post=29552"},{"taxonomy":"post_folder","embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/post_folder?post=29552"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}