<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Blog | Benjamin Armstead</title><link>https://benarmstead.co.uk/post/</link><description>Writing by Benjamin Armstead on technology, markets and building companies.</description><generator>Hugo</generator><language>en-gb</language><managingEditor>ben@benarmstead.co.uk (Benjamin Armstead)</managingEditor><webMaster>ben@benarmstead.co.uk (Benjamin Armstead)</webMaster><copyright>© 2026 Benjamin Armstead</copyright><lastBuildDate>Sat, 29 Aug 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://benarmstead.co.uk/post/index.xml" rel="self" type="application/rss+xml"/><item><title>The Money Is In The Distribution</title><link>https://benarmstead.co.uk/post/2026/08/29/the-money-is-in-the-distribution/</link><pubDate>Sat, 29 Aug 2026 00:00:00 +0000</pubDate><author>ben@benarmstead.co.uk (Benjamin Armstead)</author><guid isPermaLink="true">https://benarmstead.co.uk/post/2026/08/29/the-money-is-in-the-distribution/</guid><description>The Information Age is being commoditised by LLMs. The opportunity in the Intelligence Age is not to build AI, but to distribute intelligence.</description><content:encoded>&lt;h2 id="prelude"&gt;Prelude&lt;/h2&gt;&#10;&lt;p&gt;Prepare yourself for a dive into technology and markets over the past 100 years.&lt;/p&gt;&#10;&lt;blockquote&gt;&#10;&lt;p&gt;“The longer you can look back, the farther you can look forward.”&lt;/p&gt;&#10;&lt;ul&gt;&#10;&lt;li&gt;Winston Churchill&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;/blockquote&gt;&#10;&lt;p&gt;I write this from a place of neutrality. I have put the past 10 years a good chunk of my lifetime into becoming extremely well versed in computers and software.&lt;/p&gt;&#10;&lt;p&gt;However, one must not hold nostalgia when making an economic decision. You must take the best of what you have learnt and apply it to the new age.&lt;/p&gt;&#10;&lt;h2 id="the-money-is-in-the-distribution"&gt;The Money Is in the Distribution&lt;/h2&gt;&#10;&lt;p&gt;Three years ago, a friend and I had an extremely enlightening conversation with a French businessman in a bar in Yogyakarta.&lt;/p&gt;&#10;&lt;p&gt;The man shipped furniture from Indonesia to hotels all around the world.&lt;/p&gt;&#10;&lt;p&gt;He kept telling us:&lt;/p&gt;&#10;&lt;blockquote&gt;&#10;&lt;p&gt;“The money is in the distribution.”&lt;/p&gt;&#10;&lt;/blockquote&gt;&#10;&lt;p&gt;As I get older, the more I see how applicable this advice is across industries.&lt;/p&gt;&#10;&lt;p&gt;Throughout his intoxication, he made three great points:&lt;/p&gt;&#10;&lt;ol&gt;&#10;&lt;li&gt;Don&amp;rsquo;t be the one dealing with the end customer. They are a pain in the backside.&lt;/li&gt;&#10;&lt;li&gt;Don&amp;rsquo;t be the manufacturer. They are commoditised into razor-thin margins.&lt;/li&gt;&#10;&lt;li&gt;The connector and distributor holds the power, the leverage, and the responsibility of which you are rewarded for.&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p&gt;When you look at Silicon Valley, you can see the same pattern.&lt;/p&gt;&#10;&lt;p&gt;Google distributes information.&lt;/p&gt;&#10;&lt;p&gt;Airbnb distributes accommodation.&lt;/p&gt;&#10;&lt;p&gt;Meta distributes attention.&lt;/p&gt;&#10;&lt;p&gt;AWS distributes software.&lt;/p&gt;&#10;&lt;p&gt;Amazon distributes products.&lt;/p&gt;&#10;&lt;p&gt;Uber distributes transport.&lt;/p&gt;&#10;&lt;p&gt;The list goes on&amp;hellip;&lt;/p&gt;&#10;&lt;h2 id="how-do-distributors-form"&gt;How Do Distributors Form?&lt;/h2&gt;&#10;&lt;p&gt;The aforementioned are all “Information Age” companies.&lt;/p&gt;&#10;&lt;p&gt;Just as with the Industrial Age, the Information Age and now the Intelligence Age each chapter has consolidation and commoditisation phases as it draws to a close.&lt;/p&gt;&#10;&lt;p&gt;What we are seeing with LLMs producing software at the speed of light, although some may not want to believe it, is exactly that.&lt;/p&gt;&#10;&lt;p&gt;It&amp;rsquo;s the end of the Information Age and the commoditisation of what was once a craft.&lt;/p&gt;&#10;&lt;p&gt;These industries do not disappear overnight, or even contract too much. They simply fade into the background of human production.&lt;/p&gt;&#10;&lt;p&gt;The factories from the Industrial Age did not disappear. The engineers of the Atomic Age and Space Age did not vanish. The focus of the world simply changed.&lt;/p&gt;&#10;&lt;p&gt;Most of the problems that needed to be solved with the capabilities we had at the time were solved, and the marginal returns on innovation became low.&lt;/p&gt;&#10;&lt;p&gt;The economic appetite for that industry to outgrow others fades, and it simply becomes a commoditised pillar of human economic function.&lt;/p&gt;&#10;&lt;p&gt;That&amp;rsquo;s not by any means to say it&amp;rsquo;s no longer a good industry to be in, it&amp;rsquo;s just no longer the world&amp;rsquo;s highest-margin focus.&lt;/p&gt;&#10;&lt;p&gt;We can see this if we look at the margins across industries.&lt;/p&gt;&#10;&lt;table&gt;&#10;&#9;&lt;thead&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;th&gt;Industry&lt;/th&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;th style="text-align: right"&gt;Typical net margin&lt;/th&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&lt;/thead&gt;&#10;&#9;&lt;tbody&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Grocery / supermarkets&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;1–3%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Airlines&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;2–5%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Automotive manufacturing&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;4–8%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Construction&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;4–8%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Restaurants&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;3–10%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;General retail&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;3–8%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Industrial manufacturing&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;6–12%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Pharmaceuticals&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;10–20%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Banking&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;15–25%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Software / SaaS (mature)&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;15–30%+&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Semiconductors&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;15–30%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&#9;&#9;&lt;tr&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td&gt;Luxury goods&lt;/td&gt;&#10;&#9;&#9;&#9;&#9;&#9;&lt;td style="text-align: right"&gt;15–25%&lt;/td&gt;&#10;&#9;&#9;&#9;&lt;/tr&gt;&#10;&#9;&lt;/tbody&gt;&#10;&lt;/table&gt;&#10;&lt;p&gt;The Information Age, our last age clearly leads by a mile, as all industries did during their “age”. But it&amp;rsquo;s highly foreseeable that LLMs will bring down the margins of SaaS towards those of other industries.&lt;/p&gt;&#10;&lt;p&gt;For engineers who want to be on the cutting edge of human advancement, we need to recalibrate our thinking and our role.&lt;/p&gt;&#10;&lt;p&gt;A good direction three years ago is not necessarily a good direction now.&lt;/p&gt;&#10;&lt;p&gt;Society has made much of the important software it needs.&lt;/p&gt;&#10;&lt;p&gt;Yes, there will be niches for the next five years that want their specific use cases served.&lt;/p&gt;&#10;&lt;p&gt;But the light is fleeting.&lt;/p&gt;&#10;&lt;p&gt;Fear not.&lt;/p&gt;&#10;&lt;p&gt;A phoenix rises from the ashes.&lt;/p&gt;&#10;&lt;p&gt;Opportunity is a moment where technology and appetite meet a problem waiting to be solved.&lt;/p&gt;&#10;&lt;p&gt;You were unlikely to bring the next Google to market.&lt;/p&gt;&#10;&lt;p&gt;You do have a chance to do so for the Intelligence Age.&lt;/p&gt;&#10;&lt;p&gt;We have spent much of humanity&amp;rsquo;s combined IQ over the past 20 years figuring out how best to get data from A to B.&lt;/p&gt;&#10;&lt;p&gt;Just as, in the decades before that, we perfected figuring out how to get humans and physical goods from A to B.&lt;/p&gt;&#10;&lt;p&gt;Now it&amp;rsquo;s time to get intelligence from A to B.&lt;/p&gt;&#10;&lt;p&gt;That is: applied in the correct way, on the correct data, at the correct moment.&lt;/p&gt;&#10;&lt;h2 id="so-what-is-this-new-technology-we-have"&gt;So What Is This New Technology We Have?&lt;/h2&gt;&#10;&lt;p&gt;An LLM is an electronic representation of the average of human information, and works, very loosely, somewhat like a human brain.&lt;/p&gt;&#10;&lt;p&gt;It&amp;rsquo;s missing a few vital functions, however. It&amp;rsquo;s likely we will discover these in the future.&lt;/p&gt;&#10;&lt;p&gt;Its main limitations at the minute are:&lt;/p&gt;&#10;&lt;ol&gt;&#10;&lt;li&gt;&lt;strong&gt;Originality.&lt;/strong&gt; It&amp;rsquo;s likely our current technology cannot truly do this without becoming nonsensical.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Reasoning.&lt;/strong&gt; This is knowing that if I do X here, Y will happen elsewhere. It is still poor at performing this at a standard that would be expected of a skilled human, despite having access to a mapping of information far beyond what any individual human could hold. This will likely be where some of the biggest future breakthroughs happen.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Context.&lt;/strong&gt; Human memory. It can have very good context in certain situations for example, a codebase but is still let down by its reasoning in this regard.&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p&gt;I&amp;rsquo;m going to explain this by breaking it down into the three problems we face.&lt;/p&gt;&#10;&lt;h3 id="1-reasoning-and-context"&gt;1. Reasoning and Context&lt;/h3&gt;&#10;&lt;p&gt;Reasoning and context, at the minute, must be solved by people.&lt;/p&gt;&#10;&lt;p&gt;Divide and conquer.&lt;/p&gt;&#10;&lt;p&gt;Split the problem into small tasks you would hand to a junior employee.&lt;/p&gt;&#10;&lt;p&gt;Break it down.&lt;/p&gt;&#10;&lt;p&gt;Give clear instructions.&lt;/p&gt;&#10;&lt;p&gt;Do not ask the AI to “run the company”.&lt;/p&gt;&#10;&lt;p&gt;Ask it to perform a specific task, with specific information, within specific boundaries.&lt;/p&gt;&#10;&lt;h3 id="2-originality"&gt;2. Originality&lt;/h3&gt;&#10;&lt;p&gt;This must also stay human.&lt;/p&gt;&#10;&lt;p&gt;We cannot move creativity into a machine that everyone else on the planet has access to.&lt;/p&gt;&#10;&lt;p&gt;If your competitive advantage is simply asking the same model everyone else can access to generate something, you are building the most commoditised service imaginable.&lt;/p&gt;&#10;&lt;p&gt;The machine can amplify originality.&lt;/p&gt;&#10;&lt;p&gt;It cannot be where your originality comes from.&lt;/p&gt;&#10;&lt;h3 id="3-safeguards"&gt;3. Safeguards&lt;/h3&gt;&#10;&lt;p&gt;Just as a human employee gets things wrong, we need to put the correct safeguards in place when implementing AI so that it doesn&amp;rsquo;t do something wrong.&lt;/p&gt;&#10;&lt;p&gt;Luckily, this is not a completely new problem.&lt;/p&gt;&#10;&lt;p&gt;It is much like writing tests in software, which we have done for decades.&lt;/p&gt;&#10;&lt;p&gt;Define what should happen.&lt;/p&gt;&#10;&lt;p&gt;Define what should never happen.&lt;/p&gt;&#10;&lt;p&gt;Test the output.&lt;/p&gt;&#10;&lt;p&gt;Add human approval on top.&lt;/p&gt;&#10;&lt;p&gt;Then allow the AI to earn the right, over time, to act autonomously.&lt;/p&gt;&#10;&lt;h2 id="how-do-we-ensure-we-are-the-distributor-in-this-new-age"&gt;How Do We Ensure We Are the Distributor in This New Age?&lt;/h2&gt;&#10;&lt;ol&gt;&#10;&lt;li&gt;Don&amp;rsquo;t be the man making the model. i.e. the Indonesian making the hotel chair.&lt;/li&gt;&#10;&lt;li&gt;Don&amp;rsquo;t be the man talking to the end customer in every industry i.e. the insurance business, the marketing agency, etc., that you are selling to.&lt;/li&gt;&#10;&lt;li&gt;Be the connector. Be the one that links the companies selling to the end customer with the model. You are the one delivering the implementation and the intelligence.&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p&gt;When we look at it this way, we can see where the money lies.&lt;/p&gt;&#10;&lt;p&gt;It&amp;rsquo;s in the platform that others will be running their intelligence on.&lt;/p&gt;&#10;&lt;p&gt;It seems much more plausible to me that the harness is where the value will lie, alongside the support given to companies to get it implemented.&lt;/p&gt;&#10;&lt;p&gt;If a company uses you for its intelligence, you are the distributor of intelligence.&lt;/p&gt;&#10;&lt;p&gt;You are the winner.&lt;/p&gt;&#10;&lt;p&gt;You don&amp;rsquo;t have to sell to their end client and manage that relationship. You provide the intelligence that gets the job done for their end client.&lt;/p&gt;&#10;&lt;p&gt;You are the distributor.&lt;/p&gt;&#10;&lt;p&gt;The model itself may become increasingly commoditised.&lt;/p&gt;&#10;&lt;p&gt;The intelligence it contains may become increasingly cheap.&lt;/p&gt;&#10;&lt;p&gt;But getting the correct intelligence, into the correct business, against the correct context, with the correct safeguards, at the correct moment?&lt;/p&gt;&#10;&lt;p&gt;That is distribution.&lt;/p&gt;&#10;&lt;p&gt;Therefore, just as important as the platform used to deliver the intelligence is the support given while implementing the intelligence itself.&lt;/p&gt;&#10;&lt;p&gt;The opportunity is not simply to build AI.&lt;/p&gt;&#10;&lt;p&gt;The opportunity is to distribute intelligence.&lt;/p&gt;&#10;</content:encoded></item></channel></rss>