A six-essay series · AI & IR

The Human Residual

Six essays on what artificial intelligence cannot take from investor relations. As the machines absorb the mechanical layers of the job — producing, reading, optimising, disclosing, acting, interpreting — value migrates to the small human residual each one leaves behind.

Every wave of automation invites the same anxious question: what is left for the human? The honest answer in investor relations is that less is left than the profession likes to admit — and that what remains is worth more, not less, for being smaller.

These six essays each take one layer of the IR job that machines are now absorbing — producing the call, reading the disclosure, optimising the website, disclosing the AI strategy, acting through agents, interpreting the buy-side — and ask what survives the handover. In each case the same thing survives: a thin band of judgment the machine cannot occupy, and which the market quietly pays for.

Read as a set, they describe a migration. The mechanical layers commoditise. Value concentrates in the residual. The work is no longer to do the mechanical thing well; it is to be unmistakably the human on the other side of it.

The Six Essays
01

Hope the Robot Does Badly at Your Earnings Call

AI can draft the script, field the easy questions, and smooth every rough edge off the call. The trouble is that the rough edges were the signal — the part a careful listener was actually trading on.

The human residualWhat the machine gets wrong is the only part the market pays for.
02

Your New Reader Is a Machine — and It Reads Indonesia Worst

The first thing to read your disclosure is no longer a human analyst; it is a model parsing for structure it can trust. Where coverage is thin and signals are scarce, the machine reads worst — and that is most of Asia.

The human residualThe machine is the first reader now, and it reads thin-coverage Asian markets worst.
03

AEO Is the New IR Website Audit — and the ROI Numbers Are Vendor Fiction

Answer-engine optimisation is a real discipline: making your disclosure legible to the models that now mediate it. The returns vendors attach to it are not real — they are invented to close the sale.

The human residualA real discipline wrapped around an invented number.
04

AI Disclosure Is the New Sustainability — and the Performance Has Already Started

Companies are learning to talk about their AI before they can prove it works — the same arc sustainability disclosure travelled a decade ago. The market prices the telling long before it can verify the doing.

The human residualBefore the market can verify your AI, it prices your disclosure of it.
05

When the Robot Speaks: Agentic AI and the Last Human Signature

Agentic systems can now draft, route, and even publish on the company’s behalf. Automation removes the typist long before it removes the person who has to stand behind what was typed.

The human residualAutomation removes the typist, not the signatory.
06

The Machine on the Other Side Reinforces; It Doesn’t Reason

The buy-side is wiring AI into its process, but the models retrieve and confirm far more readily than they reconsider. They make an existing view cheaper to hold — not easier to overturn.

The human residualAI on the buy-side doesn’t change minds; it hardens them.

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