[{"data":1,"prerenderedAt":118},["ShallowReactive",2],{"insight-how-to-build-an-ai-roadmap":3},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"brand":10,"category":11,"pillar":12,"date":13,"readingTime":14,"faqs":15,"body":25,"_type":112,"_id":113,"_source":114,"_file":115,"_stem":116,"_extension":117},"\u002Finsights\u002Fhow-to-build-an-ai-roadmap","insights",false,"","How To Build An AI Roadmap","A practical, step-by-step approach to turning AI ambition into a sequenced, fundable roadmap your leadership team will actually approve.","allsignal","AI Strategy","ai-strategy","2026-05-08",6,[16,19,22],{"q":17,"a":18},"What is the difference between an AI strategy and an AI roadmap?","The strategy decides which opportunities are worth pursuing and why. The roadmap sequences how and when you deliver them, with dependencies, owners, and milestones.",{"q":20,"a":21},"How far ahead should an AI roadmap look?","Plan in detail for the next two to three quarters and keep the longer horizon directional. AI capability changes quickly, so a rigid three-year plan tends to age badly.",{"q":23,"a":24},"Who should own the AI roadmap?","A single accountable owner with executive backing — usually a CTO, head of data, or a fractional equivalent. Roadmaps without a clear owner stall.",{"type":26,"children":27,"toc":103},"root",[28,36,43,48,54,59,65,70,76,81,87,92,98],{"type":29,"tag":30,"props":31,"children":32},"element","p",{},[33],{"type":34,"value":35},"text","A roadmap turns an AI strategy into a sequence of fundable, deliverable steps. Without one, even a good strategy dies in a slide deck. Here is how to build a roadmap that survives contact with reality.",{"type":29,"tag":37,"props":38,"children":40},"h2",{"id":39},"step-1-start-from-prioritized-opportunities",[41],{"type":34,"value":42},"Step 1 — Start from prioritized opportunities",{"type":29,"tag":30,"props":44,"children":45},{},[46],{"type":34,"value":47},"Don't start with technology. Start with the ranked opportunity list from your strategy. Each item should have an expected value, a feasibility read, and a risk note. If you don't have this yet, build it first — the roadmap is meaningless without it.",{"type":29,"tag":37,"props":49,"children":51},{"id":50},"step-2-map-dependencies-honestly",[52],{"type":34,"value":53},"Step 2 — Map dependencies honestly",{"type":29,"tag":30,"props":55,"children":56},{},[57],{"type":34,"value":58},"Most AI initiatives fail on dependencies, not algorithms. For each opportunity, list what it actually needs: data access, integration work, governance sign-off, skills. The dependencies usually reveal that the \"quick win\" isn't quick — and that an unglamorous data fix unlocks three other things.",{"type":29,"tag":37,"props":60,"children":62},{"id":61},"step-3-sequence-by-leverage-not-excitement",[63],{"type":34,"value":64},"Step 3 — Sequence by leverage, not excitement",{"type":29,"tag":30,"props":66,"children":67},{},[68],{"type":34,"value":69},"Order the work so that early items unlock later ones and produce visible proof. A small, real win that builds trust is worth more than an ambitious project that takes a year to show anything. Momentum is a resource; spend the roadmap to create it.",{"type":29,"tag":37,"props":71,"children":73},{"id":72},"step-4-attach-owners-milestones-and-metrics",[74],{"type":34,"value":75},"Step 4 — Attach owners, milestones, and metrics",{"type":29,"tag":30,"props":77,"children":78},{},[79],{"type":34,"value":80},"Every phase needs a single owner, a date, and a metric that proves it worked. \"Improve customer support\" is not a milestone. \"Deflect 20% of tier-1 tickets by Q3\" is.",{"type":29,"tag":37,"props":82,"children":84},{"id":83},"step-5-build-in-review-points",[85],{"type":34,"value":86},"Step 5 — Build in review points",{"type":29,"tag":30,"props":88,"children":89},{},[90],{"type":34,"value":91},"AI capability and your own learning both move fast. Schedule explicit checkpoints to re-rank the backlog. A roadmap is a living instrument, not a contract.",{"type":29,"tag":37,"props":93,"children":95},{"id":94},"the-test-of-a-good-roadmap",[96],{"type":34,"value":97},"The test of a good roadmap",{"type":29,"tag":30,"props":99,"children":100},{},[101],{"type":34,"value":102},"A good AI roadmap lets an executive answer three questions instantly: what are we doing first, what will it be worth, and how will we know it worked. If yours can't, keep refining — clarity here is the difference between progress and activity.",{"title":7,"searchDepth":104,"depth":104,"links":105},2,[106,107,108,109,110,111],{"id":39,"depth":104,"text":42},{"id":50,"depth":104,"text":53},{"id":61,"depth":104,"text":64},{"id":72,"depth":104,"text":75},{"id":83,"depth":104,"text":86},{"id":94,"depth":104,"text":97},"markdown","content:insights:how-to-build-an-ai-roadmap.md","content","insights\u002Fhow-to-build-an-ai-roadmap.md","insights\u002Fhow-to-build-an-ai-roadmap","md",1781635359515]