Professor G's 'overpriced market' video: sound advice, paid-community catch
Professor G's late-2026 investing video gives genuinely solid ETF advice — then funnels you to a $99/month Skool group. Here's the part worth paying attention to.
An £800k dividend portfolio paid £1,480 in a month — the catch
A YouTuber's £800k portfolio paid £1,480 in dividends in July 2026. The income is real — here's the capital and the decades the video glosses over.
Claude AI ebook side hustle on Amazon KDP: what Sean Dollwet's pitch skips
Sean Dollwet's Claude AI ebook pitch on Amazon KDP is real but incomplete. Here's what the video skips on demand research, editing, and realistic earnings.
Claude + ChatGPT faceless YouTube Shorts: the $57,152 math check
A YouTuber says Claude and ChatGPT earned him $57,152 in 90 days from faceless Shorts. Here's the monetization wall and RPM math the video skips.
How a 30-year-old made ₹1 crore with Claude Code: the reality
A guest says she made $90k in two months using AI and Claude Code. We check what actually drove the money — and what beginners are not told.
YouTube's 'inauthentic content' rule: what Adam Del Duca's ban warning gets right
Adam Del Duca warns YouTube is banning faceless niches. The July 2025 inauthentic content rule is real — but it targets formats, not niches. Here's the reality.
Manus AI built a whole app in one session — but not a business
Manus AI builds an app end-to-end on video. We check the credit costs, the app-store fees, and the customer work the demo quietly skips.
The $35,428/month AI YouTube system: what the E'Calm video skips
E'Calm's video promises $35,428/month posting AI YouTube videos. Here's the demonetization risk and the numbers the full system leaves out.
Patrick Dang's 10 Claude AI side hustles: what the pitch skips
Patrick Dang ranks 10 Claude AI side hustles that supposedly pay a full-time income. The businesses are real — the effort and client math he skips are the story.
TechLead Pro's 'thousands a day' DeFi pitch, wrapped in a hedge-fund blowup
TechLead's viral hedge-fund video slips in a paid DeFi community promising thousands a day. Here's what the SEC and FTC say about those exact claims.
Fin Tek's top 7 stocks to buy now: what the pitch leaves out
Fin Tek's 'top 7 high-growth stocks' video is decent analysis — but it skips the sponsorship, the risk math, and that most pickers trail the index.
Joseph Hogue's 5 value stocks for August 2026: does the rotation call hold up?
Joseph Hogue says value stocks like Ally and Energy Transfer will beat the market. The rotation data backs him — but the caveat on stock-picking is big.
AI built a directory site in minutes — the traffic part it skipped
Chris Koerner builds a money-making directory site with AI in minutes. It works — but the featured-listing income depends on SEO traffic the video skips.
The free Claude prompt for Vox-style YouTube videos: what it skips
A viral video shares a free Claude prompt to auto-make Vox-style YouTube animations. The tools work — but the monetization reality is missing. Half-true.
Coinbase vs Binance vs 100Solid: what this staking video leaves out
A staking video ranks Coinbase, Binance, and 100Solid side by side. Two are real regulated exchanges. The third is the story. Here's the reality check.
TechLead's AI-bubble video ends with a crypto arbitrage bot pitch
TechLead's AI-bubble video is smart on tech stocks — then pitches crypto arbitrage bots as 'free money.' Regulators call that exact claim a fraud red flag.
Free AI tools 'making paid versions obsolete': the costs the video skips
A YouTube video says free open-source AI tools make paid apps obsolete. They're real — but a paid coding agent, a GPU, and setup time aren't free.
Mark Tilbury's 7 'lazy' AI money methods: what the scores skip
Mark Tilbury ranks 7 'lazy' AI side hustles by effort. The tools are real, but the scores skip the sales work that decides who actually earns. Here's the math.
Claude Cowork saved me $10-20k a month: the payroll math Jon Law skips
Jon Law says Claude Cowork saves him $10-20k a month in payroll. The tools are real — but the savings depend on already running a staffed content business.
Alex Hormozi says AI won't make you rich in 2026 — the data mostly agrees
Alex Hormozi says AI alone won't make you rich in 2026. MIT, Census, and FTC data mostly back him — here's the one caveat the video skips over.
5 side hustles for people over 50 with Claude AI: what Shane Hummus leaves out
Shane Hummus pitches 5 Claude AI side hustles for people over 50. Four of them depend on a YouTube channel — here's the reality behind that promise.
Faceless YouTube 'pay to win': what Fabio Morena's $2,000-a-video test skips
Fabio Morena tested a $2,000-per-video faceless YouTube channel against a cheap AI one. Here's the monetization math and course pitch the video leaves out.
YouTube automation gurus promise $30k–$400k a month — the reality check
Jacksfilms exposes YouTube 'gurus' selling $500 faceless-automation courses. We check the earnings claims against YouTube's own rules and FTC actions.
He told 5 AIs to invest or get deleted — what the $2,400 Claude win leaves out
A viral video says AI turned $5,000 into $7,800 by picking stocks. The real driver was triple-leveraged ETFs in a bull run — here's the math and the risk.
Mark Tilbury's 2026 investing plan: the free-share and projection math he skips
Mark Tilbury's beginner investing walkthrough is mostly solid, but the free-share hook, the £262k projection and the FSCS figure need a reality check.
7 Claude AI side hustles for busy people: what Shane Hummus skips
Shane Hummus pitches 7 Claude AI side hustles for people with full-time jobs. We checked TaskRabbit, affiliate, and YouTube data against the claims.
Outlier, Clickworker and Upwork: do these 3 sites really pay you immediately?
A YouTube video says three sites pay you $100/day immediately with no skills. Here's what Outlier, Clickworker and Upwork actually pay — and who really earns it.
Dan Martell's AI agent guide: the setup is real, the autonomy is the hard part
Dan Martell's AI agent guide makes autonomy sound like a weekend of text files. Here's the token cost, failure rate, and testing work it skips.
Kimi K3 vs Claude: the crypto 'thousands a day' pitch hidden in the hype
A TechLead video on Kimi K3 doubles as an ad for a paid crypto group promising thousands a day. We check the DeFi arbitrage math against real data.
₹6,000 salary to ₹13 crore: what the INDmoney 'common man' story leaves out
INDmoney's ₹6,000-to-₹13-crore interview is honest about mistakes but sells an unrepeatable path. Here's the math, the leverage, and the F&O losses it skips.
6 boring online jobs from Shane Hummus: which salaries actually hold up
Shane Hummus lists six boring online jobs paying five to six figures. We checked medical coding, Salesforce, and skip tracing against BLS and Glassdoor data.
The $192K/month 'rank and rent' website business, fact-checked
A YouTube guest claims $192K/month renting local lead-gen websites. The model is real, but the 'hands-off, anyone can copy' framing skips a decade of work.
Professor G's 2026 dip-buying picks: what the sponsored tool leaves out
Professor G's 2026 dip-buying video names six undervalued stocks. We check the Morningstar data, the sponsored AI tool, and whether dip-picking actually works.
16 stocks to buy now: what Jeremy Lefebvre's July 2026 list leaves out
Jeremy Lefebvre's July 2026 list of 16 stocks to buy is coherent — but the base rate on beating the index, and a paid private group, are the parts left unsaid.
Claude Fable 5 'built a business' from one prompt — what it actually built
Nate Herk's Fable 5 generated a whole SaaS company from one prompt. We check what it actually built — and the distribution work the demo quietly skips.
Claude Code built a $20K membership site — but who was already watching?
A YouTube video says Claude Code built a $20K-in-7-days membership site with no code. The tool is real — the income math depends on an audience most viewers don't have.
Professor G's '2026 market outlook': the three July dates, checked
A fact-check of Professor G's 'BREAKING' 2026 market outlook. The Fed and inflation facts hold up — but the 'circle these dates' framing is the catch.
The 'last AI wealth opportunity': data-center gas stocks after the run-up
A YouTube video pitches 10 data-center energy stocks as the last AI wealth play. The trend is real — but the stocks already tripled and a paid promo hides inside.
Accio Work review: can Alibaba's AI agents really run your whole business?
Accio Work by Alibaba runs AI agents for sourcing and copy. Our review shows what the 'runs your whole business' pitch skips — and what it really takes.
7 Claude AI side hustles that 'pay more than a 9-5': the reality
Patrick Dang pitches 7 Claude AI side hustles that beat a 9-5. The ideas are real freelance services — but the income hinges on sales work he barely mentions.
Iman Gadzhi's 5 AI side hustles: the sales work the video skips
Iman Gadzhi pitches 5 AI side hustles that make $10k/month with no experience. The models are real—but client acquisition is the part the video quietly skips.
'Dips Don't Last – 8 Stocks I'm Buying': what the AI-stock pitch skips
A reality check on BWB's 'Dips Don't Last – 8 Stocks I'm Buying.' The facts hold up, but here's the base rate and the paid sponsor the video glosses over.
RizzGPT to Cal AI: the $1M-a-month app story the video oversimplifies
A video says a non-coder built RizzGPT and Cal AI into $1M/month with ChatGPT. The revenue is real — but the 'anyone can do this' framing skips a lot.
Damien Talks Money's 2026 investment tier list: what the ranking gets right
Damien Talks Money ranks every investment for 2026. We checked the tier list against FCA, Morningstar and NerdWallet data — here's what holds up.
8 Claude AI side hustles that replace a job? The YouTube funnel behind the pitch
Shane Hummus pitches 8 Claude AI side hustles that replace a job. The businesses are real, but the money came from YouTube audiences — here's the reality.
AI content businesses: what Jon Law's 'run it all' pitch skips in 2026
Jon Law says AI can now run your entire content business. The tools are real — but YouTube and Meta are demonetizing the mass-produced version. Here's the math.
Zapier MCP and Claude: what 'I let AI run my business' skips
Siraj Raval's Zapier MCP demo shows Claude handling leads, invoices and tweets. The tech is real — but here's the build work and per-task cost he leaves out.
Wholesale Ted's 5 AI side hustles: what the $6 can cooler math skips
Wholesale Ted pitches 5 AI side hustles — music channels, Etsy can coolers, junk journals, research gigs, lead sites. Here's the SEO work the video skips.
Shane Hummus's '10 jobs begging for workers': the YouTube funnel behind the shortages
Shane Hummus lists 10 short-staffed jobs, then pivots to a YouTube coaching pitch. The shortages check out; the income screenshots don't represent most people.
$24,937/mo from faceless YouTube Shorts with Claude AI: the RPM math
A YouTube video promises $24,937/mo from faceless Shorts made with Claude AI. We check the RPM, the monetization rules, and the reused-content risk.
Shane Hummus made $333k on YouTube with Claude AI — what the system skips
Shane Hummus says Claude AI helped earn $333,080 in YouTube AdSense. The number checks out — but the system leans on an audience and a team he already had.
GLM 5.2 vs Claude: the 'free AI beats Claude' pitch and the money in the gap
GLM 5.2 is cheaper and often beats Claude on routine work. But the income the video hints at needs scarce engineering skill. Here's the math.
Twin's 'AI employees': the cold-email math the demo skips over
Jon Law's Twin video builds an autonomous cold-email 'AI employee' in minutes. Here's the deliverability, cost, and legal math the demo leaves out.
Professor G's 16% portfolio: what his 2026 'big changes' video leaves out
Professor G shows his entire ETF portfolio and a 16% average return. We check the math against S&P 500 data and the fine print he skips over.
Claude Code in 7 days? The $400 YouTube monetization pitch, checked
A viral video says Claude Code monetized a new YouTube channel in 7 days for $400. The tool's really Abacus AI — and $400 isn't income. Here's the math.
Claude AI side hustles that beat a 9-to-5? The catch is the audience
Shane Hummus pitches 5 Claude AI side hustles that beat a 9-to-5. The tools are real; the income examples ride on audiences that take years to build.
Claude Code and the '3x more money' claim: what the demo skips
Nate Herk says four Claude Code upgrades tripled his income. The skills are real and research-backed, but the demo built a launch kit and sold nothing.
The $10K/month one-person Claude business: what the pitch leaves out
Patrick Dang says you can build a $10K/month one-person business with Claude. The mechanism is real; the missing work is sales and delivery. Here's the math.
The $10K offline side hustle pitch: fence rentals, rugs, and reality
Fence rentals, mini-golf, inflatable movies, art arbitrage, and rug flipping promise $10K. Here's the unspoken work and the real math behind the pitch.
Claude Code and the IBKR API can build a trading bot — not an edge
A Claude Code and IBKR API trading bot is easy to build, but most retail day traders lose money. Here's the reality the demo skips — and what it really costs.
Did the gig economy collapse in 2026? What DoorDash drivers actually earn
A viral video says the gig economy collapsed in 2026. The pay decline is real and FTC-documented — but 'collapsed' oversells what the data shows.
The Deal Guy's Prime Day videos and the affiliate math behind them
The Deal Guy's Prime Day video runs on Amazon Associates affiliate links. We checked the commission rates and cookie rules behind the model. Half-true.
Vending machine 'passive income': what one honest car-wash video reveals
A car-wash owner's vending collection nets $61 in a month. Here's why 'vending machine passive income' videos hide the capital and labor behind the cash bucket.
Monetizing a YouTube channel in 12 days: what 'just copy me' skips
Romayroh says he monetized a faceless YouTube channel in 12 days for $175. The method is real, but the income leans on one viral hit and veteran skill.
Nvidia, IonQ, Berkshire: the '6 stocks that print millions' check
A YouTube video promises 6 stocks could print millions soon. The percentage gains are real — but here's the capital and time horizon they skip over.
A ₹1.2 crore Goa Airbnb story: what 'without quitting' skips
Wint Wealth's ₹1.2 crore Goa Airbnb story is real revenue — but it took ₹80 lakh in savings, two jobs, and a hands-on rental business to reach it.
YouTube Shopping affiliate program: what the tag-and-earn pitch skips
YouTube's Shopping affiliate program lets you tag products and earn commission. Here's the eligibility bar, the 12-country limit, and what you'd really make.
Nate Herk's '6 AI skills before AI replaces you': does it hold up?
Nate Herk's six AI skills are mostly solid career advice — but the 'multiple AI income streams' pitch skips the tax, contract, and survivorship math. Here's the reality.
Higgsfield MCP + Claude faceless YouTube: the $39,500 math they skip
A Higgsfield ad promises a $39,500/month faceless YouTube channel built by Claude in 20 minutes. We check the RPM math, the policy risk, and what's real.
Claude Fable 5 made an entire YouTube video — the income math it skips
Claude Fable 5 really did build a full YouTube video from one prompt. Here's the cost, the pre-built tooling, and the monetization rules the demo skips.
Codie Sanchez's AI business stack: the costs behind that 'first order'
Codie Sanchez shows AI building a dog-leash store to its first sale. We add up the ad spend, fees, and margins the video skips. Verdict: half-true.
Claude AI dropshipping: does $10K in 10 days survive the math?
THE ECOM KING says a Claude AI dropshipping store hit $10K in 10 days. We ran the numbers: it's gross revenue, not profit, and rarely repeatable.
Claude Code's '10x faster' promise: six phrases and the real cost
Austin Marchese says six phrases make Claude Code build 10x faster. The features are real — but research shows the 10x number doesn't hold. Here's the math.
Claude + Higgsfield AI: does the $1,280-a-day motion ad pitch hold up?
A Higgsfield AI video says Claude + MCP earns $1,280 a day making motion ads. We check the credit costs, cold-email law, and the close rate it skips.
Claude Fable 5's '$10K website in minutes': what the pitch skips
A viral video says Claude Fable 5 and Higgsfield build $10K agency websites for $2. The build is real; the $10,000 comes from selling. Here's the math.
Claude + YouTube for $77,000 a month: the demonetization math
A YouTube video says a free Claude + ElevenLabs workflow makes $77,000/month from stick-figure videos. We checked the monetization math it leaves out.
Claude + TradingView trading system: what the backtest hides
Humbled Trader builds an AI day-trading system with Claude Code and TradingView. We check the backtests, the costs and the odds — most retail traders still lose.
ZipTrader's 'last easy wealth opportunity' and the $77M sponsored stock
ZipTrader pitches three 'dip' dates and a meltup, then a sponsored $77M micro-cap. We check the timing research and the microcap risk behind the 'easy' framing.
Spotify playlist curation: the AI side hustle and what $120 a day skips
Its Annie says AI-built Spotify playlists earn $120 a day reviewing songs. Curators do get paid—here's the real range and the work nobody mentions.
Claude 'made me $34,000 a month' — what this AI side-hustle pitch skips
A YouTuber says Claude helped her earn $34,000 a month. The real engine is sponsorships and a 550k audience — here's the math the video skips.
Claude AI made him $10,025 in a day — the funnel he skips over
An Ac Hampton video says Claude AI made $10,025 in 24 hours. The funnel is real, but the number comes from selling courses to an existing audience.
Genspark 4.0 agents: what the 'AI does your work' demo leaves out
Genspark 4.0's agents can send emails and run workflows from WhatsApp. Here's the cost, the reliability gap, and why automation isn't the same as income.
10 jobs for starting over in 2026: is the $300k welder real?
Shane Hummus lists 10 jobs for starting over in 2026. The demand is real, but the salaries are ceiling figures and the YouTube angle is a coaching pitch.
10 Claude AI side hustles: which of the income math actually holds up
Shane Hummus says 10 Claude AI side hustles can pay a full-time income. The markets are real — but the per-hour math leaves out client acquisition entirely.
Treasury bill ETFs vs savings accounts: what the pitch leaves out
A YouTube video says Wall Street parks cash in T-bill ETFs, not savings accounts. The fund facts check out — but mid-2026 savings rates and FDIC insurance complicate it.
Dan Martell says AI runs his business: what the $1M-in-6-months pitch skips
Dan Martell says AI sells, delivers, and replaces you in his businesses. We check the math: the framework is real, but the $1M result and the tools aren't neutral.
Amazon KDP's 'once in a lifetime' window: the review math it skips
Sean Dollwet says a 'once in a lifetime' KDP window is closing. We checked the royalty rates, review rules, and real author earnings behind the pitch.
Dan Martell's $10M zero-employee AI business: what the pitch leaves out
Dan Martell says AI can build a $10M business with zero employees. The framework is sound, but the headline outcome fits almost no one. Here's the math.
Six 'last easy wealth' stocks for 2026: the funnel behind the picks
Felix & Friends pitch six 'easy wealth' stocks for 2026. We checked the valuations and the webinar funnel behind them — here's what the video skips.
The $250,000 home-sale tax break wasn't nuked — inflation ate half of it
A viral video says the Fed 'nuked' the $250,000 home-sale tax break. The facts hold up — but the framing and the tax workarounds need a closer look.
YouTube AI slop: the $500/day automation pitch that's now being deleted
ColdFusion's AI-slop video shows creators chasing $500/day with faceless AI channels. Here's why YouTube's 2026 rules are killing that grift.
Romayroh's 2026 YouTube algorithm fixes: real changes, oversold results
A creator says four fixes beat YouTube's 2026 algorithm for faceless channels. The platform changes are real; the easy-money framing around them isn't.
Wholesale Ted's 5 AI side hustles: what the KDP and Etsy math skips
Wholesale Ted's 5 AI side hustles — kids books, woven blankets, affiliate sites — are real, but the income claims rest on estimator tools. Here's the actual math.
Claude Code + YouTube for $62,000/month: the number that isn't his
Danny Why says Claude Code can build a $62,000/month faceless YouTube channel. The image trick is real; the income figure is a VidIQ guess. Here's the reality.
Claude AI crypto arbitrage bot videos: the 0.84 ETH 'profit' is fake
A viral video shows a Claude AI 'arbitrage bot' earning 0.84 ETH in 20 hours. It's a malicious smart contract that drains the ETH you deposit. Here's the math.
An AI agent 'made' $8K a month — but a human closed every deal
A viral video says an AI agent built an $8,000/month business. It scraped leads and built sites — but a human salesperson and an existing agency did the rest.
Claude 'day 1 passive income': the ClickBank affiliate math it skips
A YouTube video promises passive income on day one with Claude and ClickBank. The $50 offer is real — but the views the math depends on are not free.
The 'quiet tax' on savers: what the financial repression video gets right
A finance professor's viral video says a 'quiet tax' is draining savers. The Reinhart-Sbrancia economics checks out — but the alarmist framing is the catch.
Alex Hormozi's 'proof beats AI' content plan: the part he skips
Alex Hormozi says 'proof beats AI' content. The thesis holds up — but it quietly assumes you already own a business and an audience. Here's the math he skips.
Claude Code as an 'AI operating system': the costs the video skips
Nate Herk turns Claude Opus 4.8 into an 'AI operating system.' We check the token costs, skill-building hours, and risks the video glosses over.
The Claude AI side hustle Shane Hummus pitches is really a YouTube play
Shane Hummus says the #1 Claude AI side hustle is making YouTube videos about AI. The insight is real — the income examples and 15-minutes-a-day math aren't.
Professor G's quantum stock picks: what the Patreon pitch leaves out
Professor G's quantum picks rose 50% on real CHIPS Act news. Here's why that headline gain is unrepresentative — and who actually earns reliably.
Real estate 'is dead': what Orlando Miner gets right (and skips)
Orlando Miner says real estate 'is dead' and the gurus lied about passive income. We checked the FTC, IRS and CNBC data — here's what holds up and what he skips.
Claude AI dropshipping for $2.7M: what the playbook leaves out
Austin Rabin's Claude AI dropshipping guide promises $2.7M in sales. The workflow is real. The Meta ad budget and Shopify/Zendrop fees are not optional.
Alibaba's Accio Work AI agent: what one prompt actually builds you
Vaibhav Sisinty's Accio Work demo builds a live Shopify store from one prompt. Here's what the sponsored video skips: traffic, ad budget, disclosure rules.
Dan Martell's 16 Claude hacks: what works, what's beta, what costs extra
Dan Martell's 16-minute Claude tour is real on features but skips the price tiers, beta limits, and prompt-injection risks. Here's the honest scorecard.
Claude + Higgsfield faceless YouTube: the $30K/month claim, audited
A Koerner Office video promises $5K-$30K/month from a Claude + Higgsfield faceless channel. The tooling is real. YouTube's 2025 AI policy is the catch.
Halal AI side hustles: what the $1,000 chatbot pitch leaves out
A viral video pitches 7 'halal' AI services at $1,000–$5,000 each. The methods are real, but the pricing math skips months of client acquisition work.
Lewis Jackson's Claude Code quant prompt: what the Markov pitch leaves out
Lewis Jackson's free Claude Code 'hedge fund method' prompt teaches genuine Markov regime math — but the SEBI, ESMA and FCA loss data tells a longer story.
ARM, Symbotic, Teradyne, BOTZ: testing the 'better than Nvidia' pitch
Fin Tek pitches ARM, Symbotic, Teradyne and BOTZ as the next Nvidia. We checked the multiples, the concentration risk and what the filings actually say.
Jordan Welch's 30-day Claude AI dropshipping pitch: the missing math
Jordan Welch's Claude AI dropshipping plan promises a 30-day one-person business. The ad math, Shopify fees, and FDA letter behind Medvi say otherwise.
Tharun Speaks' 'Pay Your Own Fees' video: do the 24 hustles really pay?
Tharun Speaks' 2026 'masterclass' lists 24 ways Indian students can earn ₹20K–₹2L/month. We checked Indeed, SEBI and NITI Aayog data — here's the reality.
Anthropic's fellows program: where the $15,000 a month really comes from
The Anthropic Fellows Program does pay around $15,000 a month, but it's a competitive AI safety research job, not a side hustle for casual Claude users.
Cloning Gumroad ebooks with Claude AI: the math behind the $64 profit
A YouTube pitch turns Claude AI + Gumroad into $64 profit. The workflow works — the niche, fees, and ad policy are where the plan quietly breaks.
The $231k credit card rewards consulting side hustle: a reality check
An interview pitches credit-card-rewards consulting as a beginner $231k side hustle. The income is real — but the daily LinkedIn workload isn't.
Quantum stocks 'bigger than NVDA'? The losses and timeline left unsaid
Professor G says six quantum stocks will be bigger than NVDA. The roadmaps are real, but the timeline, losses, and valuations tell a different story.
Aquatic weed removal: can teens really clear $2,800 a day?
Two teens claim $2,800 a day pulling lake weeds in Illinois. UpFlip's revenue math holds — but skips the four prerequisites that decide replication.
ZipTrader's 'buy heavy before June' 5 stocks: what the pitch skips
ZipTrader pitches five stocks to 'buy heavy' before June 2026. The catalysts are real. The framing is the half-truth — here's what the video leaves out.
Claude vs ChatGPT for business: the migration math the video skips
Vaibhav Sisinty says he moved his 250-person team off Claude to ChatGPT. We checked the outage, cost, and Codex claims — and what the video leaves out.
The 'lazy' Claude side-hustle playbook: what 200 daily DMs deliver
Sabrina Ramonov's 'lazy' Claude side hustle pitch calls for 200 cold DMs each day. Platform caps, reply rates, and the math the playbook leaves out.
Richard Yu's 5 digital products of 2026: the math behind the McLaren pitch
Richard Yu's 5 digital products video promises AI apps, custom GPTs and mini-courses can earn five figures. Here's what the testimonials skip.
Professor G's market-flip warning: the math is real, the timing isn't
Professor G's 'great market flip' video cites real valuation extremes, but skips the unspoken work — here's what a Shiller PE of 41 actually predicts.
'6 stocks you must buy now': what the Financial Education pitch skips
A 'Financial Education' video pitches six 'must-buy' stocks with bull-case math. Here's what those projections skip — and what ELF's 2025 drop revealed.
Nate Herk's 5 levels of Claude: the income math the tutorial skips
Nate Herk's '5 Levels of Claude' is a good tutorial, but the income claims around level 3–5 skip subscription costs, API spend, and client acquisition reality.
Selling Claude Skills for $99: the side hustle the pitch leaves out
A YouTube guest says he made $3,000 in 45 days selling a $99 Claude Skills bundle. The product is real — but he's a six-figure marketer with a built audience.
AI training side gigs promise $55–$400 an hour — what they actually pay
Mercor and Scale AI advertise $55–$400/hr to train ChatGPT. Median data-worker earnings are under $23,000 a year. Here's why the gap is so wide.
Quantum computing ETFs as a 'major buy': what the math actually shows
A YouTube 'major buy' on quantum computing ETFs uses real numbers and a real semiconductor analogy. The valuation math is the part it skips.
Vidu Claw's AI coffee shop demo: what the Telegram bot won't pay for
Vidu Claw can build a coffee brand in minutes on Telegram. We compare the AI demo to what opening a real café actually costs in 2026.
Rank-and-rent websites: the $104K/month 'passive' pitch in 2026
A Koerner Office Podcast guest says rank-and-rent lead-gen sites earn $104K/month passively. The model is real — but year one isn't passive.
Doba Pilot in 2026: AI builds your dropshipping store — and then what?
Doba Pilot can build a full Shopify store from a single prompt. It can't bring in traffic, handle refunds, or make the margins work. Here's the reality.
Claude Code + Golpo whiteboard videos: where the $20,000/month math breaks
Danny Why says Claude Code plus Golpo whiteboard animations equal $20,000/month on YouTube. The tools are real. The income math hides the hard part.
Dan Martell tested 500 AI tools — what the 'make you rich' pitch leaves out
Dan Martell ranks 500+ AI tools as money-makers, but half his S-tier picks are companies he owns. Here's what the 'make you rich' framing leaves out.
4 stocks to buy now: what Jeremy Lefebvre's May 2026 picks leave out
Jeremy Lefebvre pitches SoFi, ServiceNow, ELF and Celsius with 30%+ CAGR projections. What the math, the SEC and the SPIVA data actually show.
AI YouTube Shorts in 24 hours: the math Jack Craig's video skips
Jack Craig's 24-hour AI YouTube channel hit 700k views. We checked the Shorts payout pool, the inauthentic content policy, and the real math.
A £750k dividend portfolio paid £1,815 in April. The unspoken part is the £750k
A UK YouTuber's £750k dividend portfolio paid £1,815 in April 2026. The math is real; the unspoken cost is two decades of maxed ISA contributions.
Mark Tilbury's AI dropshipping week: $81 profit, not the $1,000 promise
Mark Tilbury's AI dropshipping challenge ended with $81 profit in 7 days, far short of his $1,000 target. Here's what the FTC and Shopify data show.
Sabrina Ramonov's 5 AI money methods: what the pitch leaves out
Sponsorships, faceless video, Claude training, vibe coding, marketing automations — what each AI method actually pays, plus the work the video skips.
Molly Keyser's $500,000 ebook system: what the YouTube pitch leaves out
Molly Keyser says her $59 photography ebook earned $500,000 by skipping Amazon for YouTube. Half-true: it works only after years of audience-building.
9 machines 'making people rich in 2026': what the YouTube pitch skips
Tim Richard's viral video pitches 9 machines as paths to $5K-$500K months. The winners are real, but the math, permits and marketing work behind them aren't.
Claude Design t-shirt side hustle: the $11,000 a month math vs reality
Alek's video pitches Claude Design plus Printify on Etsy and TikTok Shop as a route to $11k a month. Here's the math, fees, and saturation it skips.
Patrick Dang's Claude AI service side hustle: real model, harder than 30 days
Patrick Dang says you can sell AI services for $5,500/month within 60 days. The model is real, but the timeline ignores LinkedIn limits, reply rates, and B2B cycles.
Solo $10K AI business with no code: what the playbook leaves out
Silicon Valley Girl's playbook for a $10K AI business with no code or funding. The math, the FTC actions, and the marketing work the video skips.
DesignJoy and the $1M solo agency: what productized services really require
Brett Williams runs DesignJoy solo for $1M+ a year. The Koerner Office video calls it a weekend project. Here's what the data actually shows.
Alex Hormozi's 2026 AI business pitch: which numbers hold up?
Alex Hormozi tells business owners to bake AI into every department. We checked the Klarna, JPMorgan and PayPal stats he cites — here's the reality.
Mark Tilbury's 'digital architect' pitch: $10K/month as a student?
Mark Tilbury says students can hit $10K/month as a 'digital architect.' We checked freelancer pay data, FTC cases, and timelines. The pitch is half-true.
AI Zoom backgrounds on Etsy: what '90s Mentor' leaves out
A '90s Mentor' tutorial pitches AI Zoom backgrounds on Etsy as easy student income. The fees, AI rules, and seller stats tell a more honest story.
Ayushman Pandita's 7 'lazy' AI ways to get rich: a reality check
Ayushman Pandita lists 7 'lazy' AI ways to get rich in 2026. We checked the platform fees, monetization rules, and median earnings behind each one.
Dhaval Kataria's ₹1 lakh passive income test: which six ideas actually paid
A reporter's review of Dhaval Kataria's 12-passive-income-ideas video: which ones paid, which flopped, and what the on-screen ratings leave out.