[{"data":1,"prerenderedAt":79},["ShallowReactive",2],{"article-en-ai-agent-or-automation":3},{"id":4,"title":5,"body":6,"category":66,"description":67,"extension":68,"featured":69,"locale":70,"meta":71,"navigation":69,"path":72,"publishedAt":73,"readingTime":74,"seo":75,"slug":76,"stem":77,"__hash__":78},"insights\u002Finsights\u002Fen\u002Fai-agent-or-automation.md","AI Agent or workflow automation: what does your business actually need?",{"type":7,"value":8,"toc":60},"minimark",[9,17,22,25,41,44,50,54,57],[10,11,12,13],"p",{},"The useful question is not “Where can we add AI?” It is: ",[14,15,16],"strong",{},"where does work slow down because people repeatedly search, decide, copy, check or coordinate?",[18,19,21],"h2",{"id":20},"start-with-the-shape-of-the-work","Start with the shape of the work",[10,23,24],{},"Traditional automation is excellent when the process is stable:",[26,27,28,32,35,38],"ul",{},[29,30,31],"li",{},"the input is structured;",[29,33,34],{},"the rules are known;",[29,36,37],{},"the same action should produce the same result;",[29,39,40],{},"failures must be easy to audit.",[10,42,43],{},"An AI agent becomes useful when a task requires interpretation: reading an unstructured request, collecting context from several systems, proposing a decision, or continuing a conversation.",[45,46,47],"blockquote",{},[10,48,49],{},"Automate certainty with workflows. Use agents where context and judgment create value.",[18,51,53],{"id":52},"most-companies-need-both","Most companies need both",[10,55,56],{},"A reliable business system usually combines deterministic workflows with limited AI decisions. The agent understands the situation; the workflow controls what happens next.",[10,58,59],{},"Before building anything, map the current process, its exceptions, its data and the cost of a wrong decision. That is where architecture starts.",{"title":61,"searchDepth":62,"depth":62,"links":63},"",2,[64,65],{"id":20,"depth":62,"text":21},{"id":52,"depth":62,"text":53},"AI for Business","A practical framework for choosing between an AI agent and deterministic workflow automation.","md",true,"en",{},"\u002Finsights\u002Fen\u002Fai-agent-or-automation","2026-06-27","7 min",{"title":5,"description":67},"ai-agent-or-automation","insights\u002Fen\u002Fai-agent-or-automation","YSXVx4wBCyq54VAKXGWzu01ZmP_E6zKMRyuuGr2hOP4",1782593649035]