[{"data":1,"prerenderedAt":164},["ShallowReactive",2],{"landing:\u002Flanding\u002Fai-automation":3},{"id":4,"title":5,"body":6,"brandColor":131,"colorBg":132,"colorBgSecondary":133,"colorBrand":134,"colorFooter":133,"colorFooterText":135,"colorHeaders":134,"colorInvertedText":131,"colorText":135,"coverImage":131,"description":136,"draft":137,"extension":138,"faq":139,"galleryDark":137,"galleryImage":131,"gallerySize":131,"h1":13,"hoverVideo":131,"label":131,"meta":152,"navigation":158,"order":131,"path":159,"seo":160,"serviceType":161,"stem":162,"theme":131,"workGallery":131,"__hash__":163},"landing\u002Flanding\u002Fai-automation.mdc","AI Automation & Workflow Development • Ben Nasedkin",{"type":7,"value":8,"toc":128},"minimark",[9,18,55,90,116,123],[10,11],"landing-hero",{"cta-label":12,"heading":13,"label":14,"secondary-href":15,"secondary-label":16,"text":17},"Discuss Your Workflow","Less Busywork. More Room to Think.","AI & Workflow Automation","#possibilities","Explore the Possibilities","Connect your tools and take the repetition out of daily work. Start with one useful workflow — not an AI overhaul.",[19,20,25],"landing-section",{"label":21,"heading":22,"text":23,"id":24},"Possibilities","Small Workflows. Useful Changes.","Examples of what we could build, not claims about completed client projects. The right starting point depends on your data and tools.","possibilities",[26,27,29,37,43,49],"spot-grid",{"cols":28},2,[30,31,33],"spot-card",{"title":32},"Enquiry Intake",[34,35,36],"p",{},"Extract details from incoming enquiries, prepare a CRM record and draft a response for review.",[30,38,40],{"title":39},"Document Processing",[34,41,42],{},"Turn unstructured documents into a consistent format, with checks for missing or uncertain information.",[30,44,46],{"title":45},"Internal Knowledge",[34,47,48],{},"Search approved documents and return answers with sources. Escalate questions the system cannot answer.",[30,50,52],{"title":51},"Connected Reporting",[34,53,54],{},"Bring data from separate tools into a repeatable report. Use rules where rules are enough.",[19,56,61],{"label":57,"heading":58,"className":59},"The Method","Prove the Workflow Before You Scale It.",[60],"lp-steps",[62,63,64,72,78,84],"ol",{},[65,66,67,71],"li",{},[68,69,70],"strong",{},"Map."," Look at the current process, the people involved and where the repetition happens.",[65,73,74,77],{},[68,75,76],{},"Scope."," Choose one workflow. Agree access, costs, risks and what a useful result looks like.",[65,79,80,83],{},[68,81,82],{},"Test."," Build a pilot with real examples, review points and a route back to a person.",[65,85,86,89],{},[68,87,88],{},"Operate."," Document the system, agree monitoring and decide whether to extend it.",[19,91,95,109],{"label":92,"heading":93,"text":94},"Built With Care","Automation With Boundaries.","A workflow should make your work easier, not quietly create new problems.",[26,96,97,103],{"cols":28},[30,98,100],{"title":99},"People Stay in Control",[34,101,102],{},"Approval steps for sensitive actions. Clear failure states, rather than a system that pretends everything worked.",[30,104,106],{"title":105},"Understand What Runs",[34,107,108],{},"Documented integrations and an explicit discussion of model, hosting and maintenance costs.",[34,110,111],{},[112,113,115],"a",{"href":114},"\u002Fprojects\u002F","See My Design & Development Background ↗",[19,117,119],{"label":118},"Good to Know",[120,121],"landing-faq",{"heading":122},"Before We Connect Anything",[124,125],"landing-cta",{"heading":126,"text":127},"Start With the Repetitive Part.","Describe a task you repeat, the tools you use and where it gets stuck. We can work out whether automation is the right next step.",{"title":129,"searchDepth":28,"depth":28,"links":130},"",[],null,"#262523","#1a1a1a","#ffffff","#e8e8e9","Practical AI automation and custom integrations by Ben Nasedkin. Start with one workflow, test it against real examples and keep people in control.",false,"mdc",[140,143,146,149],{"q":141,"a":142},"Do We Need AI for This?","Not always. If a rule or a standard integration solves the problem reliably, that is often the better choice. AI is useful when the task involves language or unstructured information.",{"q":144,"a":145},"Can It Use Our Existing Tools?","We first check the available APIs, permissions and data access. The proposal identifies what can connect and any limitations or additional services needed.",{"q":147,"a":148},"What About Sensitive Data?","Before connecting anything, we agree which data may be processed, who can access it and which providers are acceptable. Sensitive actions can require human approval.",{"q":150,"a":151},"How Do We Know It Works?","We define acceptance criteria and test with representative examples, including failures. A pilot helps establish whether the workflow is useful before wider rollout.",{"head":153},{"meta":154},[155],{"name":156,"content":157},"robots","index, follow",true,"\u002Flanding\u002Fai-automation",{"title":5,"description":136},"AI Business Automation","landing\u002Fai-automation","i5Yp7Kb7heIosjm71uBFiZ1_-W15KOHAMHTDdZipwow",1791812229518]