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Is your AI proxy serving the model you paid for?
Provider switching, model fallback and undisclosed substitution are different things. A model label alone cannot settle the question.
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A cheap top-up can work today and be reversed later
Steam documents gifts removed after fraud or payment disputes. Initial delivery is not the end of the payment chain.
2 reference linksScam pattern
The $5 million case behind a cosmetic clinic's polished reviews
A documented case involving review restrictions and misleading presentation shows why star ratings need scrutiny.
2 reference linksCase archive
Eyewear markups: what a 54% gross margin actually tells you
One retailer's public accounts show why factory cost, gross profit and net profit cannot be used interchangeably.
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Credit freeze vs paid credit lock: what you can do for free
A security freeze is free. Paid monitoring and credit-lock bundles are different services, and none prevents every kind of identity theft.
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A fintech app says 'FDIC insured'. What is actually protected?
Deposit insurance concerns an insured bank's failure. A nonbank app's bankruptcy, records and access problems are separate risks.
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Interest-free BNPL can still cost you money
Installment dates, late fees and bank overdraft charges can matter more than the headline interest rate.
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Pay in local currency or home currency? Read the DCC offer
Paying in your familiar currency can embed a merchant conversion markup. Your card issuer's separate fees still need checking.
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'Zero-fee' remittance: compare what the recipient gets
The transfer fee is only one part of the comparison. Exchange rates and recipient-side deductions affect the result.
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A travel eSIM may include data, but no calls or local number
Check device compatibility, carrier lock, data-only limits and your home line's roaming settings before buying.
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Cheap broadband: compare the price after the promotion
A Broadband Facts label helps separate introductory prices, extra charges, speed and data allowances.
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'FDA registered' supplements are not FDA-approved treatments
Facility registration, manufacturing requirements and drug approval are different things. A registration claim does not prove a supplement works.
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Self-pay medical bills: ask for a written good faith estimate
A provider's bill at least $400 above its good faith estimate may qualify for a federal dispute process, subject to eligibility and deadlines.
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Business coaching: a revenue screenshot is not an earnings forecast
A documented FTC case shows why big income promises deserve scrutiny before you pay for a course or an expensive coaching upgrade.
2 reference linksCase archive
Scholarship 'processing fees': check the free official route first
The official FAFSA form is free. A service fee or a promise of guaranteed funding should never be confused with an award from a school.
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Pet insurance: the exclusions matter more than the monthly price
A low premium can cover a very different set of events. Compare accident, illness and wellness benefits separately.
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An unexpected parcel can be a fake-review or QR-phishing trap
A delivered parcel can help manufacture a buyer review. A QR code asking you to identify the sender may lead to a fake site.
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'Refurbished' does not automatically mean a new battery
Apple's own refurbished promises have a defined scope. A marketplace seller's cosmetic grade does not establish the same battery or warranty terms.
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Third-party maintenance does not automatically void a US warranty
Warranty coverage and damage caused by a bad repair are different questions. A paid service contract can also have different terms.
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Free VPN or 'earn from bandwidth'? Check who uses your connection
A 2026 FBI warning describes apps and schemes that can route other people's traffic through residential connections.
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Your eye exam does not lock you into buying glasses there
US rules require prescription release, but pupillary-distance requirements vary by state.
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Before paying extra for blue-light lenses, ask what benefit is proven
A review of 17 trials found little support for short-term eye-strain benefits; sleep and long-term eye-health claims need care.
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A low car payment can hide a costly package of add-ons
Separate the vehicle price, optional products and financing cost before comparing deals.
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A real apartment photo can still be a fake rental listing
Copied listings can point to a different payment recipient. Even getting inside the property is not conclusive proof.
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Aesthetic medicine's high margins: whose profit are we measuring?
A manufacturer's margin, a clinic's profit and a patient's bill measure different parts of the business.
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Cheap Botox: verify the product and the person injecting it
The 2024 US investigation involved counterfeit products and improper administration. A familiar brand name was not enough.
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'Needle-free' filler is not a shortcut to proven safety
A product name, an approved ingredient and approval for a particular use are different claims.
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Discounted 'tainted USDT' is not a safe arbitrage opportunity
A completed transfer does not establish the funds' origin or guarantee that an address will remain usable.
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'Pay to unlock your USDT' can be the second scam
Fake wallet approvals, invented release charges and guaranteed recovery pitches can turn one loss into several.
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Cheap AI credits can hide an expensive token bill
Compare the amount actually charged for a request. Visible answer length is not the complete bill.
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An AI model's privacy promise may not cover your proxy
Your prompt passes through more than one business. Check the gateway, the upstream provider and any connected tools.
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LLMjacking: when someone else's cloud account pays the AI bill
Security researchers documented stolen credentials and a proxy mechanism. Low pricing alone does not establish that a reseller uses it.
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Adobe: paying monthly can still mean a yearly commitment
The billing interval and the contract term answer different questions. Even the cancellation formula can vary by location.
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That hotel resort fee belongs in the upfront price
The FTC’s pricing rule changes how mandatory fees are shown. It does not make every extra charge disappear.
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A small payout does not make a task job real
The withdrawal is the trap: a task platform asks you to deposit money before it releases your supposed earnings.
2 reference linksScam pattern
Your new employer sent a check. That is not proof of a job.
An equipment allowance can become a request to send real money back before a fake check is discovered.
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Deleting an app does not settle its subscription
Start with who bills you. Removing software, stopping renewal and requesting a refund are different actions.
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An AWS budget alert is not a hard spending cap
A budget threshold can warn you after costs have accumulated. Automated restrictions require a separate setup.
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An Airbnb host wants extra money. Check the exception.
Most reservation fees belong on the platform. But “every outside payment is a scam” also misses the actual policy.
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An EU flight delay: check the route before the payout
Where the flight departs, who operates it and why it was delayed all affect the answer.
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“Five stars for a reward” is more than a disclosure problem
Under the FTC rule, a reward conditioned on positive sentiment cannot be fixed just by labeling it incentivized.
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The affiliate disclosure belongs next to the recommendation
A free product, commission or employment relationship can change how readers weigh a recommendation.
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Amazon Prime refunds changed. Old claim guides may be wrong.
The FTC’s September 2026 update expands automatic payments and raises the total cap. It does not promise everyone $200.
2 reference linksCase update
The CrowdStrike outage: a small percentage, a huge impact
The 2024 incident shows why the denominator and the source of an estimate matter when reading breaking news.
2 reference linksCase archive
A cancelled US flight: check the refund before taking a voucher
An airline’s alternative offer is not the only option. Choosing to travel or accept a credit changes the refund question.
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The EU’s 14-day cooling-off period has important exceptions
Online shopping rights depend on the seller, the product and how the purchase was made.
2 reference linksPolicy explained
A little wiser already.