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FD/01 MARKET SIGNAL Finance Debunked
Live misinformation monitor

Debunking finance advice that spreads faster than the facts.

Finance Debunked fact-checks viral TikTok finance advice and turns shaky money claims into evidence-based, plain-English verdicts.

signal feed viral finance
pipeline make -> ai -> publish
cadence 5m revalidation
System board automation online

Source video. Transcript. Claim analysis. Published verdict.

01

Make surfaces high-traction TikTok finance videos.

02

Subtitles and metadata are normalized into a structured payload.

03

OpenAI drafts the article, verdict, and searchable metadata.

04

Supabase stores the record and Vercel revalidates the publication.

Featured investigation

The latest high-conviction review, surfaced like a lead terminal panel.

TikTok / Mortgage Tips misleading

The divide-by-five mortgage hack: real savings, exaggerated certainty

A viral TikTok says paying an extra one-fifth of your principal-and-interest each month can erase a decade of payments and save $133,000 in interest. The math is shakier than it sounds.

Mortgage Mom 1,350,523 views March 28, 2026

Recent debunks

Short-form finance advice, re-rendered as a signal board instead of a feed.

TikTok / Wealth Building mixed

Five money rules for men: solid basics, shaky swagger

A viral TikTok tells men to avoid debt, stop trying to look rich, and just earn, save, invest, repeat. The budgeting tips are fine, but the macho framing and 1% hype mislead.

Glass Mind Theory 489,091 views March 26, 2026
TikTok / Personal Finance misleading

He says he will pay off your debt and build you an ATM business for free

Griff promises to pay off a follower’s debt and build another follower an ATM business free. The video offers no rules, proof of funds, or selection terms.

Griff | Best Boss On TikTok👑 1,167,695 views March 26, 2026
TikTok / Personal Finance mixed

Do these five rich girl habits really build wealth?

A creator says credit cards, an FU fund, a personal brand, clear goals, and lazy girl income built her six-figure portfolio. Some tips are solid; others are hype-prone.

Mia McGrath 575,125 views March 26, 2026
TikTok / Personal Finance misleading

Four accounts you need? Mostly solid advice—until the Roth IRA math jumps the rails

A TikTok creator lays out four starter accounts: checking, high-yield savings, a no-fee credit card, and a Roth IRA. The list is sensible, but the $100-a-month-to-$1.2-million claim is not.

Alex Petrakieva 638,063 views March 26, 2026
TikTok / Personal Finance mostly-true

Five 2026 money habits: good advice with one risky absolute

A viral TikTok pushes monthly investing, a six-month emergency fund, and paying cards in full—then insists you should never use a debit card. That last bit overreaches.

tipsywealth 608,624 views March 26, 2026
TikTok / Personal Finance mostly-true

Are big banks really paying 0.01% while Amex and Barclays pay 3% to 4%?

A viral clip warns Bank of America and Wells Fargo savers are losing to inflation and touts Amex and Barclays yields plus a 4% account with strings attached. Mostly right, with key omissions.

Dave | Learn Personal Finance 835,685 views March 26, 2026

Editorial principles

V1 stays focused on publication quality, traceability, and fast automated release.

Evidence

Structured sourcing

Every article keeps the source video, transcript, model trace, and verdict metadata.

Automation

Auto-published flow

Qualified videos can ship directly from Make into Supabase and appear after revalidation.

Distribution

Search and RSS ready

Article pages expose metadata, sitemap coverage, and an RSS feed for syndication.

Finance Debunked tracks viral finance claims and publishes evidence-based verdicts.

Vercel / Supabase / Make / OpenAI