https://governance.foundation/assets/js/a98dde4e.2ff39c15.js

1"use strict";(self.webpackChunkdocusaurus=self.webpackChunkdocusaurus||[]).push([["6986"],{52906(e,n,t){t.r(n),t.d(n,{assets:()=>l,contentTitle:()=>o,default:()=>c,frontMatter:()=>r,metadata:()=>a,toc:()=>h});var a=t(12435),i=t(74848),s=t(28453);let r={title:"Generative AI arrived, but organisations were not structurally ready",date:"2023-11-28 00:00:00 +1100",slug:"/2023/11/28/generative-ai-arrived-but-organisations-were-not-structurally-ready",description:"Generative AI moved faster than most organisations' ability to absorb it. The problem was not model access alone, but structural unreadiness."},o,l={authorsImageUrls:[]},h=[{value:"The tools arrived before the organisation had an answer",id:"the-tools-arrived-before-the-organisation-had-an-answer",level:2},{value:"Generative AI did not enter a clean system",id:"generative-ai-did-not-enter-a-clean-system",level:2},{value:"Access is not the same as absorption",id:"access-is-not-the-same-as-absorption",level:2},{value:"The unreadiness was organisational, not just technical",id:"the-unreadiness-was-organisational-not-just-technical",level:2},{value:"Why the moment felt both exciting and chaotic",id:"why-the-moment-felt-both-exciting-and-chaotic",level:2},{value:"AI exposes the difference between having tools and having organisational capability",id:"ai-exposes-the-difference-between-having-tools-and-having-organisational-capability",level:2},{value:"Structural readiness is now a competitive issue",id:"structural-readiness-is-now-a-competitive-issue",level:2},{value:"The lesson was never just "move faster"",id:"the-lesson-was-never-just-move-faster",level:2},{value:"Related reading",id:"related-reading",level:2}];function d(e){let n={a:"a",blockquote:"blockquote",h2:"h2",li:"li",p:"p",ul:"ul",...(0,s.R)(),...e.components};return(0,i.jsxs)(i.Fragment,{children:[(0,i.jsx)(n.p,{children:"Generative AI arrived fast."}),"\n",(0,i.jsx)(n.p,{children:"Faster than most planning cycles.\nFaster than most governance updates.\nFaster than most capability-building programs.\nFaster than most organisations' ability to decide what the technology actually meant for work."}),"\n",(0,i.jsx)(n.p,{children:"That speed made the moment feel unusual."}),"\n",(0,i.jsx)(n.p,{children:"But the deeper problem was not just the speed of the tools.\nIt was the unreadiness of the organisations trying to adopt them."}),"\n",(0,i.jsx)(n.p,{children:"Many organisations were not structurally ready."}),"\n",(0,i.jsx)(n.h2,{id:"the-tools-arrived-before-the-organisation-had-an-answer",children:"The tools arrived before the organisation had an answer"}),"\n",(0,i.jsx)(n.p,{children:"When generative AI broke into mainstream organisational attention, many leaders did what leaders usually do when a major new technology appears."}),"\n",(0,i.jsx)(n.p,{children:"They asked:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Which tools should we use?"}),"\n",(0,i.jsx)(n.li,{children:"What is the policy?"}),"\n",(0,i.jsx)(n.li,{children:"Where are the risks?"}),"\n",(0,i.jsx)(n.li,{children:"What are competitors doing?"}),"\n",(0,i.jsx)(n.li,{children:"Which pilots should we run?"}),"\n",(0,i.jsx)(n.li,{children:"How quickly can we show movement?"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Those are understandable questions."}),"\n",(0,i.jsx)(n.p,{children:"But they are not enough."}),"\n",(0,i.jsx)(n.p,{children:"They mostly assume that the organisation already knows how to absorb the technology once the right selection, policy, and rollout approach are chosen."}),"\n",(0,i.jsx)(n.p,{children:"In many cases, that was exactly what was missing."}),"\n",(0,i.jsx)(n.h2,{id:"generative-ai-did-not-enter-a-clean-system",children:"Generative AI did not enter a clean system"}),"\n",(0,i.jsx)(n.p,{children:"It entered organisations that were already fragmented."}),"\n",(0,i.jsx)(n.p,{children:"Knowledge was already trapped.\nContext was already uneven.\nGovernance was already often reactive.\nWorkflows were already partially opaque.\nDecision rights were already unclear in places.\nTransformation fatigue was already present."}),"\n",(0,i.jsx)(n.p,{children:"In other words, generative AI did not arrive in a well-aligned operating environment.\nIt arrived inside organisations that were already carrying unresolved structural problems."}),"\n",(0,i.jsx)(n.p,{children:"That matters, because the value of generative AI depends heavily on the coherence of the system around it."}),"\n",(0,i.jsx)(n.h2,{id:"access-is-not-the-same-as-absorption",children:"Access is not the same as absorption"}),"\n",(0,i.jsx)(n.p,{children:"A lot of early AI adoption was framed as access."}),"\n",(0,i.jsx)(n.p,{children:"Who has a licence?\nWho can use which model?\nWhat prompt guidance should be issued?\nWhat use cases are allowed?"}),"\n",(0,i.jsx)(n.p,{children:"Again, those are necessary questions.\nBut access is not the same as absorption."}),"\n",(0,i.jsx)(n.p,{children:"An organisation absorbs a capability only when it can actually integrate that capability into:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"work design"}),"\n",(0,i.jsx)(n.li,{children:"decision-making"}),"\n",(0,i.jsx)(n.li,{children:"responsibility boundaries"}),"\n",(0,i.jsx)(n.li,{children:"knowledge flow"}),"\n",(0,i.jsx)(n.li,{children:"quality expectations"}),"\n",(0,i.jsx)(n.li,{children:"feedback loops"}),"\n",(0,i.jsx)(n.li,{children:"governance at the point of work"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Without that, AI tends to remain one of three things:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"an isolated productivity trick"}),"\n",(0,i.jsx)(n.li,{children:"a local experimentation layer"}),"\n",(0,i.jsx)(n.li,{children:"a symbolic innovation signal"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Useful sometimes, but not yet structural."}),"\n",(0,i.jsx)(n.h2,{id:"the-unreadiness-was-organisational-not-just-technical",children:"The unreadiness was organisational, not just technical"}),"\n",(0,i.jsx)(n.p,{children:"A lot of commentary treated the early AI challenge as if the main issue were technical maturity."}),"\n",(0,i.jsx)(n.p,{children:"Model quality.\nSecurity.\nAccuracy.\nVendor choice.\nIntegration pathways."}),"\n",(0,i.jsx)(n.p,{children:"Those mattered.\nThey still matter."}),"\n",(0,i.jsx)(n.p,{children:"But even if the tools had been better, many organisations would still have struggled."}),"\n",(0,i.jsx)(n.p,{children:"Because the deeper unreadiness was organisational."}),"\n",(0,i.jsx)(n.p,{children:"For example:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"many organisations did not know where their critical knowledge actually lived"}),"\n",(0,i.jsx)(n.li,{children:"many could not clearly trace how work moved across teams"}),"\n",(0,i.jsx)(n.li,{children:"many still depended on tacit operator knowledge more than shared systems"}),"\n",(0,i.jsx)(n.li,{children:"many had weak mechanisms for translating learning into updated operating practice"}),"\n",(0,i.jsx)(n.li,{children:"many had governance that supervised risk after the fact rather than shaping work as it changed"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Generative AI exposed those weaknesses quickly.\nIt did not create all of them."}),"\n",(0,i.jsx)(n.h2,{id:"why-the-moment-felt-both-exciting-and-chaotic",children:"Why the moment felt both exciting and chaotic"}),"\n",(0,i.jsx)(n.p,{children:"This is why the early generative-AI wave felt so contradictory."}),"\n",(0,i.jsx)(n.p,{children:"People could see real value.\nTasks sped up.\nDrafting improved.\nExploration became cheaper.\nIndividuals found leverage.\nNew possibilities appeared almost immediately."}),"\n",(0,i.jsx)(n.p,{children:"At the same time, organisations felt uncertain, noisy, and uneven."}),"\n",(0,i.jsx)(n.p,{children:"Different teams moved at different speeds.\nPolicies lagged reality.\nLeaders wanted benefits without redesign.\nSome people experimented heavily while others were told to wait.\nRisk conversations often focused on containment more than capability formation."}),"\n",(0,i.jsx)(n.p,{children:"So the experience became a mix of genuine discovery and structural confusion."}),"\n",(0,i.jsx)(n.p,{children:"That was not an accident.\nIt was the natural result of introducing a highly general-purpose capability into organisations that were not yet legible enough to absorb it well."}),"\n",(0,i.jsx)(n.h2,{id:"ai-exposes-the-difference-between-having-tools-and-having-organisational-capability",children:"AI exposes the difference between having tools and having organisational capability"}),"\n",(0,i.jsx)(n.p,{children:"This is the real distinction."}),"\n",(0,i.jsx)(n.p,{children:"A company can buy tools quickly.\nIt can issue guidance quickly.\nIt can launch pilots quickly.\nIt can announce strategy quickly."}),"\n",(0,i.jsx)(n.p,{children:"But organisational capability develops more slowly."}),"\n",(0,i.jsx)(n.p,{children:"It depends on things like:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"shared context"}),"\n",(0,i.jsx)(n.li,{children:"practice at the point of work"}),"\n",(0,i.jsx)(n.li,{children:"institutional learning"}),"\n",(0,i.jsx)(n.li,{children:"visible patterns of contribution and reuse"}),"\n",(0,i.jsx)(n.li,{children:"management adaptation"}),"\n",(0,i.jsx)(n.li,{children:"clearer responsibility boundaries"}),"\n",(0,i.jsx)(n.li,{children:"stronger knowledge systems"}),"\n"]}

1),"\n",(0,i.jsx)(n.p,{children:"That is why AI adoption should not be confused with AI capability."}),"\n",(0,i.jsx)(n.p,{children:"One is about presence.\nThe other is about organisational change."}),"\n",(0,i.jsx)(n.h2,{id:"structural-readiness-is-now-a-competitive-issue",children:"Structural readiness is now a competitive issue"}),"\n",(0,i.jsx)(n.p,{children:"The organisations that benefit most from AI will probably not just be the ones with the earliest access."}),"\n",(0,i.jsx)(n.p,{children:"They will be the ones that become more structurally ready."}),"\n",(0,i.jsx)(n.p,{children:"That means organisations that can:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"make their knowledge more legible"}),"\n",(0,i.jsx)(n.li,{children:"connect work to context more clearly"}),"\n",(0,i.jsx)(n.li,{children:"reduce dependence on hidden memory"}),"\n",(0,i.jsx)(n.li,{children:"support experimentation without dissolving coherence"}),"\n",(0,i.jsx)(n.li,{children:"update governance as work changes"}),"\n",(0,i.jsx)(n.li,{children:"turn local learning into shared capability"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"Those things are not side issues.\nThey are the real adoption substrate."}),"\n",(0,i.jsx)(n.h2,{id:"the-lesson-was-never-just-move-faster",children:'The lesson was never just "move faster"'}),"\n",(0,i.jsx)(n.p,{children:"If there is one thing the early generative-AI moment should have made obvious, it is this:"}),"\n",(0,i.jsx)(n.p,{children:"speed of technological arrival and speed of organisational adaptation are not the same thing."}),"\n",(0,i.jsx)(n.p,{children:"The technology can arrive all at once.\nThe organisation cannot absorb it all at once."}),"\n",(0,i.jsx)(n.p,{children:"That means the real strategic question is not just:"}),"\n",(0,i.jsxs)(n.blockquote,{children:["\n",(0,i.jsx)(n.p,{children:"How fast can we adopt AI?"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"It is:"}),"\n",(0,i.jsxs)(n.blockquote,{children:["\n",(0,i.jsx)(n.p,{children:"How ready is our organisation to absorb what AI changes?"}),"\n"]}),"\n",(0,i.jsx)(n.p,{children:"That is a much harder question."}),"\n",(0,i.jsx)(n.p,{children:"But it is the one that matters."}),"\n",(0,i.jsx)(n.h2,{id:"related-reading",children:"Related reading"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"/blog/2015/11/18/why-digital-transformation-keeps-disappointing",children:"Why digital transformation keeps disappointing"})}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"/blog/2026/04/13/now-its-your-turn-what-have-you-done-differently-with-ai",children:"Now it's your turn: what have you changed for AI?"})}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"/blog/2026/04/15/are-you-rolling-out-ai-with-the-same-old-playbook",children:"Same old AI playbook, same old results"})}),"\n"]})]})}function c(e={}){let{wrapper:n}={...(0,s.R)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(d,{...e})}):d(e)}},28453(e,n,t){t.d(n,{R:()=>r,x:()=>o});var a=t(96540);let i={},s=a.createContext(i);function r(e){let n=a.useContext(s);return a.useMemo(function(){return"function"==typeof e?e(n):{...n,...e}},[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:r(e.components),a.createElement(s.Provider,{value:n},e.children)}},12435(e){e.exports=JSON.parse('{"permalink":"/blog/2023/11/28/generative-ai-arrived-but-organisations-were-not-structurally-ready","source":"@site/blog/2023-11-28-generative-ai-arrived-but-organisations-were-not-structurally-ready.md","title":"Generative AI arrived, but organisations were not structurally ready","description":"Generative AI moved faster than most organisations\' ability to absorb it. The problem was not model access alone, but structural unreadiness.","date":"2023-11-28T00:00:00.000Z","tags":[],"readingTime":4.79,"hasTruncateMarker":false,"authors":[],"frontMatter":{"title":"Generative AI arrived, but organisations were not structurally ready","date":"2023-11-28 00:00:00 +1100","slug":"/2023/11/28/generative-ai-arrived-but-organisations-were-not-structurally-ready","description":"Generative AI moved faster than most organisations\' ability to absorb it. The problem was not model access alone, but structural unreadiness."},"unlisted":false,"prevItem":{"title":"AI rollout is work redesign, not software rollout","permalink":"/blog/2024/02/15/ai-rollout-is-work-redesign-not-software-rollout"},"nextItem":{"title":"The governance gap behind most AI initiatives","permalink":"/blog/2023/10/12/the-governance-gap-behind-most-ai-initiatives"}}')}}]);