[{"data":1,"prerenderedAt":156},["ShallowReactive",2],{"blog-building-neurotko-multi-agent-platform":3},{"id":4,"title":5,"author":6,"body":7,"date":146,"description":147,"extension":148,"meta":149,"navigation":150,"path":151,"seo":152,"sitemap":153,"stem":154,"__hash__":155},"blog\u002Fblog\u002Fbuilding-neurotko-multi-agent-platform.md","Building Neurotko: A Multi-Agent Platform for Real Business Processes","Simon Mavsar",{"type":8,"value":9,"toc":135},"minimark",[10,14,17,22,25,28,63,66,70,73,76,79,83,86,89,92,96,99,102,106,109,112,116,119,123,126],[11,12,13],"p",{},"Three things kept coming up in our client work: documents that needed reading, workflows that needed routing, and data that needed connecting across systems. We built one-off agents to handle each. At some point, we had to decide whether to keep building bespoke agents or build a platform.",[11,15,16],{},"We built the platform. We called it Neurotko.",[18,19,21],"h2",{"id":20},"what-neurotko-actually-is","What Neurotko Actually Is",[11,23,24],{},"Neurotko is a multi-agent system for business process automation. Not a chatbot builder, not a generic AI wrapper: a platform that orchestrates specialized agents, each with focused capabilities and tools, connected to the workflows and data sources your business already uses.",[11,26,27],{},"The agents we have built or are building:",[29,30,31,39,45,51,57],"ul",{},[32,33,34,38],"li",{},[35,36,37],"strong",{},"Info Agent:"," answers questions from your content (documents, web pages, FAQs)",[32,40,41,44],{},[35,42,43],{},"Business Analyst:"," reads contracts, tenders, and offers; extracts key data; flags risk",[32,46,47,50],{},[35,48,49],{},"Offers Agent:"," reads incoming supplier offers and prepares outgoing proposals for clients",[32,52,53,56],{},[35,54,55],{},"Accounting Agent:"," reads invoices, extracts structured data, tracks payment obligations",[32,58,59,62],{},[35,60,61],{},"Monitor Agent:"," observability across all agents — usage, errors, performance in one place",[11,64,65],{},"Each agent has a narrow job. That is intentional.",[18,67,69],{"id":68},"the-design-decision-we-made-early","The Design Decision We Made Early",[11,71,72],{},"The tempting path with multi-agent systems is to build a general-purpose orchestrator that routes any task to any agent. We chose narrower scope on purpose.",[11,74,75],{},"Every agent in Neurotko has defined tools, a versioned system prompt, and a specific domain. The Monitor Agent does not write invoices. The Accounting Agent does not do contract analysis. Narrow agents are easier to test, easier to improve, and easier to trust.",[11,77,78],{},"The orchestration layer handles what agents cannot do alone: decomposing tasks that span multiple domains, routing exceptions to the right place, and keeping a coherent audit trail across channel boundaries (Slack, email, web chat).",[18,80,82],{"id":81},"integration-first-not-infrastructure-first","Integration-First, Not Infrastructure-First",[11,84,85],{},"Most enterprise AI projects start with infrastructure discussions. Neurotko starts with the workflow.",[11,87,88],{},"Agents plug into what you already use: Slack, email, PDF\u002FXLS\u002FDOCX documents, internal APIs. The goal is low-friction deployment: upload your content, connect the channel, go live. We have had tenants running in under 30 minutes.",[11,90,91],{},"This is possible because of how we handle tool use. Agents do not read entire files and output entire files. They use targeted tools: find-and-replace for edits, structured extraction for data, comparison tools for benchmarking offers. This keeps token usage predictable and avoids the truncation failures that plague naive document-handling agents.",[18,93,95],{"id":94},"prompt-engineering-as-a-discipline","Prompt Engineering as a Discipline",[11,97,98],{},"One thing that separates reliable agents from impressive demos is prompt discipline. Every agent in Neurotko has a versioned system prompt with explicit rules: what to do, what not to do, how to handle edge cases, how to format output.",[11,100,101],{},"We treat prompt changes like code changes: versioned, tested, and reviewed. We have banned entire categories of filler language that crept into early agent responses. We enforce silent execution with explicit change reports so humans can verify what the agent did without reading a wall of narration. These rules compound over time and the difference between v1 and v20 of a prompt is significant.",[18,103,105],{"id":104},"multi-tenancy-and-observability","Multi-Tenancy and Observability",[11,107,108],{},"Neurotko is designed for multi-tenancy from the start. Each tenant gets an isolated knowledge base, system prompt configuration, API keys, and audit logs. The dashboard handles tenant management, security controls, and usage insights.",[11,110,111],{},"Observability is not optional. We log what each agent processed, what decision it made, and why. This matters for two reasons: audits and continuous improvement. If an agent misclassifies a document, you need to know it happened and you need enough context to fix the underlying prompt or data.",[18,113,115],{"id":114},"cloud-or-on-premises","Cloud or On-Premises",[11,117,118],{},"For clients in regulated industries, where data is processed is non-negotiable. Neurotko runs on both: cloud-hosted for fast deployment, or fully on-premises where the LLM stack never leaves your infrastructure. The agent architecture does not change. The deployment target does.",[18,120,122],{"id":121},"where-we-are","Where We Are",[11,124,125],{},"Neurotko is live internally and with beta clients. The Info Agent is the first module available: an AI assistant that answers questions from your content, deployable as a website chatbot, Slack bot, or Telegram assistant.",[11,127,128,129,134],{},"We are in internal beta. More modules are in development. If you want to be among the first to try it, or want to discuss deploying Neurotko for your business, reach out at ",[130,131,133],"a",{"href":132},"mailto:info@neurarod.com","info@neurarod.com",".",{"title":136,"searchDepth":137,"depth":137,"links":138},"",2,[139,140,141,142,143,144,145],{"id":20,"depth":137,"text":21},{"id":68,"depth":137,"text":69},{"id":81,"depth":137,"text":82},{"id":94,"depth":137,"text":95},{"id":104,"depth":137,"text":105},{"id":114,"depth":137,"text":115},{"id":121,"depth":137,"text":122},"2026-07-08","Most AI tooling is designed to impress in demos, not to run reliably in production. We built Neurotko to close that gap — a multi-agent platform focused on real workflows, real integrations, and measurable results.","md",{},true,"\u002Fblog\u002Fbuilding-neurotko-multi-agent-platform",{"title":5,"description":147},{"loc":151},"blog\u002Fbuilding-neurotko-multi-agent-platform","TlsBpv6QRfwv7ML8MU27mRbhkrl0RT1o7VduCetadsw",1784104565893]