Andy Collyer.
Essay No. 09 · February 2026

Buy, build, borrow, bot

By 2030, two-fifths of the skills your organisation runs on will have changed. Resourcing capability is no longer an HR errand — it is a strategic choice between four options, and a deliberate decision about where human judgement must never be automated away.

✳ AC.A diverse group of young professionals working in a bright open space
The capability you need is rarely a single hire. It is a portfolio decision — and the four options behave very differently. Photograph: Mart Production via Pexels — adapted by Andy Collyer.

Every leader now faces the same recurring question, only faster than before: a capability is needed — a skill, a function, a piece of work — and it is not on the team today. The old reflex was to post a job and hire. But hiring is now just one of four routes, and choosing the wrong one is expensive in time you do not have. You can buy the capability, build it, borrow it, or hand it to a bot.

This is not semantics. Each route carries a different cost, speed, risk and half-life, and the gap between them is widening as AI makes “bot” a serious answer to questions it never used to touch. Treating every gap as a hiring problem — or, lately, automating every gap because you can — is how organisations end up over-staffed in the wrong places and dangerously thin in the right ones.

And running underneath all four is a question leaders too rarely ask out loud: which capabilities are so core to our judgement and trust that they must stay human, whatever the tools can do?

39%
of workers’ core skills will change by 2030 — the moving target you resource against.
WEF, Future of Jobs 2025
170M
new roles created and 92M displaced by 2030 — a net gain of 78M.
WEF, Future of Jobs 2025
59%
of the global workforce will need training by 2030.
WEF, Future of Jobs 2025
22%
of jobs expected to be churned — created or displaced — by 2030.
WEF, Future of Jobs 2025

Buy, build, borrow or bot — every capability gap is a choice between four, and the leader’s real job is deciding which gaps must stay human.

What follows: the four routes and what each is for, the matrix that picks between them, the skills half-life that resets the clock, the capabilities you must never automate, and five moves to resource deliberately.

Four answers to one question

Start by naming them plainly. Buy is hiring the capability in — fast access to proven skill, but expensive, scarce, and a bet on one person staying. Build is growing it from the people you have — slower and uncertain, but it compounds, deepens loyalty, and keeps knowledge in the house. Borrow is renting it — contractors, agencies, fractional experts — ideal for a spike or a specialism you need now but not forever. And bot is automating it — handing a defined, repeatable task to software or an AI agent.

The error is rarely choosing one of the four. It is choosing reflexively — defaulting to “buy” because that is what HR knows how to do, or to “bot” because the budget loves it — without asking which route the capability actually wants. A rule of thumb that has aged well: build what is core and enduring, buy what is core and urgent, borrow what is peripheral and temporary, and bot what is repeatable and rule-bound. The skill is matching the route to the work.

✳ AC.A young professional working on a laptop while colleagues collaborate behind
“Build” is the slowest route and the one that compounds: capability grown in-house leaves with no one and deepens with use. Photograph: Antoni Shkraba (a-darmel) via Pexels — adapted by Andy Collyer.

The error is rarely choosing one of the four. It is choosing reflexively, without asking which route the work wants.

How to pick between them

Two questions settle most cases. First: how core is this capability to our strategy and judgement? Second: how repeatable and stable is the work — or is it ambiguous and changing? Plot a gap against those two axes and the right route usually announces itself. Core and ambiguous work is where you invest in people; peripheral and stable work is where automation and contractors earn their keep.

The matrix is not a machine that decides for you, but a discipline that stops you defaulting. It forces the two questions to be asked before the cheque is written — and it makes visible the most dangerous square of all: core, high-judgement work quietly handed to a bot because it was technically possible, not because it was wise.

Buy · Build · Borrow · Bot — matching the route to the work
← Peripheral  ·  Core to strategy →
Buy

Core · need it now

Hire proven skill when the capability is strategic and the clock is running. Costly and scarce — but fast.

Build

Core · for the long term

Grow it from your own people. Slow to mature, but it compounds, retains knowledge and builds loyalty.

Bot

Peripheral · repeatable

Automate defined, rule-bound, high-volume tasks. Cheap and tireless — but only as good as its guardrails.

Borrow

Peripheral · temporary

Rent specialism for a spike or a one-off. No long commitment — but the knowledge leaves when they do.

← Repeatable & stable  ·  Ambiguous & changing →
The matrix doesn’t decide for you; it stops you defaulting. The square to watch is top-left of “bot”: core, high-judgement work automated because it was possible, not because it was wise.
A 2×2 to force the two questions before the cheque is written. Source: Andy Collyer, adapting classic buy-vs-build strategy.

The clock that resets your decision

Here is the variable that wrecks tidy resourcing plans: skills now have a half-life, and it is shrinking. The WEF expects 39% of core skills to change by 2030, with 59% of workers needing training in that window. A capability you buy at a premium today may be commodity — or obsolete — in three years. This is precisely why the four routes are not interchangeable: each ages differently.

Buy and borrow give you today’s skill at today’s price, but you have rented a depreciating asset; the half-life clock starts the moment they arrive. Build is slower, but because you are growing a learning capacity rather than buying a fixed skill, it ages better — people you develop can be developed again. Bot looks permanent but quietly rots too: an automation is only as current as the process it encodes, and processes change. The lesson is to resource for the half-life, not the headline — and to keep building the one thing that does not expire, which is the capacity to learn.

✳ AC.A focused individual working remotely on a laptop
“Borrow” buys speed and specialism — but the knowledge walks out with the contractor. Rent the skill; keep the learning. Photograph: Mart Production via Pexels — adapted by Andy Collyer.

The capabilities you must not automate

Because “bot” is now cheap and capable, the most important resourcing decision is increasingly a decision not to automate. Some capabilities can be done by a machine and still should not be — not for sentiment, but because automating them quietly erodes the trust, judgement or accountability the organisation runs on. The conversation that ends someone’s employment. The final sign-off on a safety-critical call. The relationship a key client believes is with a person. The ethical judgement that has to be owned by a name, not a model.

Draw that line deliberately, while you still can. Once a capability has been automated and the humans who held it have moved on, it is extraordinarily hard to rebuild — you have lost not just the task but the tacit judgement that surrounded it. The strongest organisations of the next decade will be defined as much by what they refused to hand to a bot as by what they automated. Efficiency is easy to add later; judgement, once lost, is not.

The most important resourcing decision is increasingly the decision not to automate.

Route
Best when the capability is…
The risk to watch
Buy
Core and urgent — needed now, proven
Cost, scarcity, key-person dependency
Build
Core and enduring — your edge
Slow to mature; needs real investment
Borrow
Peripheral and temporary — a spike
Knowledge leaves when they do
Bot
Repeatable, rule-bound, high-volume
Automating judgement that should stay human

Five moves to resource on purpose

The aim is not a perfect plan but a deliberate one — every gap matched to a route, on purpose rather than by reflex.

1

Name the capability, not the headcount

Define what the work actually needs to achieve before deciding it is a “role.” Many “we need to hire” problems are really build, borrow or bot problems in disguise.

2

Run it through the matrix

Ask the two questions — how core, how repeatable — before committing budget. Make the route an explicit choice, with its risk named, not a default.

3

Resource for the half-life

Assume the skill will change. Favour building learning capacity over buying fixed expertise where the work is volatile — and revisit bought and botted capability on a clock.

4

Draw the never-automate line

Write down the capabilities that must stay human — the judgement, trust and accountability calls — and protect them in policy before the efficiency case arrives.

5

Build before you bot

When you automate a task, capture the human judgement around it first. Keep someone who understands the process well enough to take it back if the bot fails.

Do this and resourcing stops being a reactive scramble and becomes what it should be: the deliberate shaping of where, and how, your organisation chooses to be human.

Buy, build, borrow or bot is a strategy, not an HR errand. Choose on purpose — especially when you choose to stay human.

References & sources
  1. World Economic Forum — Future of Jobs Report 2025 (Jan 2025): 39% of workers’ core skills expected to change by 2030; 170M new roles created and 92M displaced (net +78M); 59% of the workforce needing training; ~22% job churn. 1,000+ employers, 55 economies.
  2. McKinsey Global Institute — work on automation potential and the shift in demand toward higher-judgement, social and technological skills.
  3. Classic “make vs buy” / build-vs-buy strategy — extended here to four routes (buy, build, borrow, bot) for the AI era.
  4. Note: the buy/build/borrow/bot matrix and the “never-automate line” are the author’s framework; the figures above are the cited empirical sources.
Dr. Andy Collyer

Dr. Andy Collyer

Non-Executive Director, author and keynote speaker. EQ-first leadership, governance and AI. Doctor of Leadership & Management; former National Leader of Governance.

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