AI Side Hustles Half-true — works only if you do the unspoken work

By the Income Reality Check Editorial Team · Updated 2026-06-04 · 7 min read

Wholesale Ted’s 5 AI side hustles: the KDP and Etsy math the video skips

Verdict: Half-true — works only if you do the unspoken work. The methods are real and AI does cut the production cost, but every income number in the video comes from an estimator tool, and the part that actually makes money — getting found — barely gets a sentence.

Wholesale Ted’s “The Best 5 AI Side Hustles For Beginners” (about 55,500 views when we reviewed it) is a tour of five ways to use AI to make and sell stuff: motivational kids’ books on Amazon KDP, woven blankets on Etsy, an AI book-formatting agency on Fiverr, a coloring-book channel feeding a Shopify store, and affiliate review websites built with vibe-coding tools. The pitch is well-produced and mostly honest about the tools. So is it real? The workflows are real. The earnings figures are guesses dressed up as data, and the one thing that determines whether you make a dollar — distribution — is waved off as a future tutorial.

What the video actually claims

The headline example is kids’ books. The host finds a no-name author whose titles, fed into a “book sales estimator,” supposedly move 16,700 to over 21,000 copies a month, at an estimated $6.62 profit per sale after Amazon’s fees. That’s a six-figure monthly royalty check, implied rather than stated. The workflow: Claude for niche research and story drafting (Sonnet for the cheap first pass, Opus to polish), Google’s Flow and its Nano Banana image model for illustrations, and Canva to lay out the PDF you upload to KDP.

The other four follow the same shape. Woven blankets made through Printify (base cost $21–$45) reportedly sell for $80–$140 on Etsy, with the Allura research app estimating one store’s blankets have “made over $64,000.” An AI book agency on Fiverr charges $200–$400 per order for coloring pages. A cozy coloring channel on TikTok or YouTube Shorts funnels viewers to a Shopify store (“$1 to set up”). And affiliate review sites — say, a site about kneeling chairs — get built in minutes with Base44 or Lovable, then earn “up to 22% commission,” around $95 per sale on a $435 chair.

Every dollar figure here comes from a third-party estimator (a KDP sales-rank tool, Allura for Etsy) or one cherry-picked listing — not from receipts.

What the method actually requires

Start with the kids’ books, because the per-sale math is checkable. Amazon’s own paperback royalty page confirms the structure: you earn 60% of list price minus printing cost on books priced $9.99 and up, and only 50% below that. Printing is the catch. These are full-color illustrated books, and color printing on KDP is expensive — a short color paperback’s print cost can eat $3–$5 a copy, which is why the host’s $6.62 figure only works at a higher price point. The per-unit margin is plausible. The volume is not verified. A sales-rank estimator infers copies from a bestseller rank using a public formula; it is a rough model, not the author’s dashboard, and KDP does not publish individual sales.

There’s a second problem the video names and then drops: the niche is filling up fast. By industry estimates, AI was involved in over 40% of new KDP titles in early 2026, up from roughly 15% in 2024. The “ADHD kids’ book gap” the host finds today is a gap precisely because it’s new — and a gap that one person can fill with Claude and Nano Banana in an afternoon is a gap a thousand other viewers can fill the same week.

Now the blankets. Printify’s markup is genuinely fat, but Etsy takes a cut at every step, and those cuts stack:

On a $100 blanket with a $30 Printify base cost, you’re looking at roughly $40–$50 left before you’ve spent a cent acquiring the customer. That’s fine — if the customer shows up. The Shopify coloring-book route has the same gap. Yes, NerdWallet’s Shopify pricing breakdown confirms the $1/month promo (three months, then $39/month on Basic, plus a 2.9% + 30¢ transaction fee). The store is cheap. The audience is not. The whole model assumes you’ve already built a coloring channel pulling tens of thousands of views — which is the actual business, and the actual work.

Where does the affiliate money really come from?

The affiliate-site idea is where the numbers quietly fall apart. The video opens with an Amazon-linked carry-on luggage review site, then pivots to a kneeling chair with “up to 22% commission.” Those are two different worlds. Per Shopify’s 2026 Amazon Associates guide, luggage pays just 4% through Amazon, and Amazon’s cookie only lasts 24 hours — the buyer has to add to cart within a day or you earn nothing. So an Amazon affiliate site selling $150 bags nets about $6 a sale, not $95.

The $95 figure comes from a non-Amazon program with a 22% rate. Those exist, but they require separate approval, they convert worse (shoppers trust Amazon checkout more), and they often have shorter brand reach. Building the site is the easy part — Base44 and Lovable really can spin up a layout in minutes. Ranking it is the hard part, and the video gives Google SEO exactly one phrase: “ready to be indexed.” Indexed is not ranked. A “gap in the market” with no competing sites usually means low search volume, not free traffic. Getting a new affiliate site to outrank established players takes months of content, backlinks, and the kind of trust signals Google weighs heavily for product recommendations.

One more thing U.S. readers should know: income claims like these are on the regulator’s radar. The FTC proposed a new earnings-claim rule in January 2025 that would require sellers of money-making opportunities to hand over written substantiation for any earnings they advertise. In a separate 2024 case, the agency sued an “AI-powered” Amazon storefront operation (FBA Machine) over roughly $15 million in allegedly false earnings promises. Wholesale Ted is teaching a method, not selling a guaranteed-income course — a meaningful difference — but the same skepticism the FTC applies to the sellers is the skepticism you should apply to an estimator screenshot.

Who actually wins this game

The people quietly winning here aren’t beginners. They’re operators who already cleared the distribution hurdle. The blanket store the host cites has been open 18 months with 8,000+ sales — that’s a year and a half of Etsy search rank, reviews, and listing optimization compounding. The Fiverr agency with a queue of orders has reviews and seller history. And the host’s own advantage is the loudest tell: mid-video, the “sponsor” turns out to be Wholesale Ted’s own Etsy store and free ebook, promoted to a subscriber base built over years. The traffic problem the video skips is one the host already solved off-camera.

Broadly, success in print-on-demand and affiliate work clusters in the same places it always has: early movers before a niche saturates, sellers with paid-traffic budgets, and creators with an existing audience to point at a link.

What you’d realistically earn

Set the six-figure estimator number aside. For a beginner with no audience, the honest first-year range across these methods is roughly $0–$200 a month for the first three to six months, climbing to maybe $300–$1,500 a month after a year of consistent work — and only if you treat marketing as the job. Etsy’s economics make the point: across millions of shops, the median seller earns only a few hundred dollars a month, and a large majority make under $100 a year, because most stores never solve traffic. The top sellers the video shows are the visible tail of a very long, very flat distribution. Compare that to “16,700 copies a month” and you can see the gap between the screenshot and the median.

Who this is (and isn’t) for

This makes sense if you’ve got 8–12 hours a week, a small budget for samples and maybe ads, and genuine interest in learning SEO, listing optimization, or short-form video — because that learning, not the AI, is what pays. It also fits people who already have an audience to redirect. It does not make sense if you’re expecting the AI to handle sales, if you have zero hours for marketing, or if you need income this month to cover bills. The production is fast and cheap now. The customer acquisition is neither.

What to remember

AI has genuinely collapsed the cost of making a kids’ book, a blanket design, or a review site — that part of the pitch is true, and it’s a real shift. What hasn’t changed is that products don’t sell themselves. Every income number in this video is an estimate of a top performer, and the work that turns a finished PDF into a royalty check is the work the video promises to cover “in a future tutorial.” Treat the methods as real and the figures as advertising, and you’ll calibrate fine. For more on these patterns, see our looks at 5 ways to make money in 2026 with AI and selling ebooks with Claude.