10 Sep, 2026
Anthropic's Economics team has published a wage forecast that contains one of the most misleading true statements you will read this year. Average wages rise in all three of their scenarios.
That sounds like good news. Then you read the next line. The increase is concentrated in occupations outside knowledge work.
I am Riten, founder of Fueler, a platform where creative professionals get hired through their work rather than their resume. Most of the people I talk to are designers, editors, writers and marketers. If you are one of them, the word "average" in that forecast is hiding you.
Here is what the model, published as Economic Scenarios for Transformative AI (Korinek et al., 2026), actually says about pay.
The forecast splits workers into two groups. Knowledge workers, and everyone else. Then it runs three scenarios.
In the modest scenario, AI has roughly the impact the internet had. GDP is 1.6% higher than it would otherwise be.
In the substantial scenario, AI is capable of half of all knowledge work by 2030 and the economy grows at twice its normal rate. GDP is 8.3% higher. Wages for knowledge workers are essentially flat. Other workers see gains.
In the extreme scenario, AI is more productive than humans at the vast majority of knowledge work tasks. GDP is 32.4% higher. Wages for knowledge workers fall by more than 10% by 2030.
The report explains the mechanism clearly, and it is worth understanding rather than just fearing.
Two things happen at once. If there is less demand for human knowledge work, that pushes knowledge worker wages down. Meanwhile, as AI makes knowledge work more productive, demand rises for manual work that depends on it. The report's own example is construction. Faster design and permitting work means more projects get started, which raises demand for construction workers, which pushes their wages up.
So the money does not disappear. It moves.
If you sell creative work by the hour or by the deliverable, this forecast is about your rate card.
The uncomfortable part is that you will not get a memo. Nobody sends an email saying "your work is now worth less." What happens instead is that a client asks for three more revisions at the same price. Or a job posting that used to say five years experience now says two. Or your appraisal comes in at a number that is technically a raise and actually is not.
The wage story in this model is slow, quiet and cumulative. That is what makes it easy to miss until it has already happened.
But I want to be balanced, because the report is balanced.
Average wages rise everywhere. The economy is larger in every scenario. In the modest and substantial cases, unemployment stays within ranges history has already seen. And the model has real limits which the authors state openly. It excludes policy responses, business cycles, financial market disruptions and hyper capable robots. It does not follow individual workers. Reviewers disagreed with the authors in both directions, some finding the extreme scenario better read as a thought experiment, others finding the modest scenario too conservative given what is already visible in the data.
This is a map of possibilities, not a prophecy. What it does give you is a clear idea of which risk to prepare for. And the risk it points at is pricing pressure, not unemployment.
Here is my honest view on how a creative professional defends their rate in this environment.
You cannot win an argument about how long something took. AI has permanently broken that argument. What you can win is an argument about judgment, and judgment has to be visible to be paid for.
Sell the thinking, not the file. A finished poster proves nothing anymore, because a client reasonably suspects a machine could have produced something similar. What proves your value is the record of why this poster and not the four other directions. That record is the entire point of a proof of work portfolio built step by step.
Show your AI workflow rather than hiding it. I understand the instinct to conceal it. It is the wrong instinct. If you can add your AI stack to a project and explain how you directed the tools, you are showing a client that you are the person who makes the tools produce good work. That is a much stronger negotiating position than pretending the tools do not exist.
Move up the decision chain. The report describes new tasks like reviewing and checking AI output. In practice this means being the person who defines the brief, sets the standard and approves the result, rather than only the person who executes. Portfolios can demonstrate this. Rate cards cannot.
Look at how strong designers present themselves. The pattern is consistent and it is not about visual polish. Read how designers build their portfolio and notice how much of the strongest work is explanation rather than image.
If you are early in your career and worried you have nothing to show yet, start anyway. The student guide to building a first portfolio is written for exactly that position, and building proof early is the cheapest insurance available against flat wages later.
Will AI lower your salary? The honest answer from Anthropic's model is that it depends which future arrives, and that in the two more likely ones your pay probably does not fall so much as stop rising.
That is not a reason to panic. It is a reason to change what you are selling.
For most of the last century, creative professionals were paid for production. Making the thing. That is the part getting cheaper. What is not getting cheaper is taste, judgment, understanding a client's real problem, and being the person who can tell good from nearly good.
Those things have always been the actual value. They were just bundled inside the production, so nobody had to separate them out. Now they do.
I built Fueler because I think the people who can show that judgment should be able to prove it to anyone, instantly, without needing a referral or a famous logo on their CV. If wages for knowledge work flatten, the only people who keep their pricing are the ones whose value is visible.
Go build a career portfolio that actually gets jobs and make yours visible. That is the work that pays for itself.
Will AI lower salaries for knowledge workers?
In Anthropic's substantial scenario, wages for knowledge workers are essentially flat while workers in other occupations see gains. In the extreme scenario, knowledge worker wages fall by more than 10% by 2030. Average wages across the whole economy rise in all three scenarios, which conceals this split.
Why do average wages rise if knowledge worker pay falls?
Because the gains concentrate outside knowledge work. As AI makes knowledge work more productive, demand rises for manual work that depends on it. The report's example is that faster design and permitting increases the number of construction projects, which raises demand and pay for construction workers.
What is the labour share and why does it matter?
The labour share is the portion of everything the economy produces that goes to workers as wages, currently about 60% with 40% going to capital. Anthropic's model finds the labour share falling to 56.1% in the substantial scenario and 45.2% in the extreme scenario, meaning workers receive a smaller slice of a larger economy.
Will freelance rates drop because of AI?
The report does not model freelance pricing specifically. It does find downward pressure on knowledge work wages in its more transformative scenarios, which is likely to show up as pricing pressure for creative freelancers before it shows up as unemployment.
How can designers and writers protect their income from AI?
Shift what you charge for from production toward judgment. Document your decision making, show your process, demonstrate how you direct AI tools rather than compete with them, and make your value visible through evidence rather than arguing about time spent.
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