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Trustworthy Results
Mastery

Trustworthy Results

The four-stage Trust & Fact-Check, the Safety & Rights check, and country-by-country legal prep

about 55 min15 steps

What you will have built

Inspect your work's factual accuracy, safety, and legal readiness yourself before launch, and produce the documents you need.

What you need

  • A VibeCampus accountrequired

    Sign up and you can follow the practice right away. Trust & Fact-Check and the Legal Pack are Pro features, but the principles and the flow can be learned with just an account.

  • Recommended: one build to inspectoptional

    A result from the website or app course brings the practice alive. You can also build one fresh in this course's mission.

1

What happens if you ship it as is

Open the site the AI made for you. Three plausible customer testimonials, a "98 percent satisfaction" figure, a "number one in the industry" line. It looks great, except it's all placeholder content the AI invented. Publish it untouched and what happens? You're deceiving visitors, and depending on the country, you may be walking into false advertising or fake review regulations.

AI is a genius at plausible drafts, but plausible and true are different things. Inventing facts that don't exist is called hallucination, and at the draft stage it's a natural phenomenon. The only problem is shipping it without knowing.

That's why this course exists. You'll learn the machinery that filters mechanically before shipping: Trust & Fact-Check, the Safety & Rights check, and legal preparation. Learn it all and launching doesn't become scarier. It becomes confident.

2

What Trust & Fact-Check does: a four-stage pipeline

Trust & Fact-Check is a Pro feature that reads every sentence, number, and testimonial in your work, one by one, and weighs whether each is true. It catches hallucinations and risky wording before you publish. Think of it as a publisher's proofreading desk.

Verification runs in four stages. Stage one, extract the claims worth verifying. Stage two, check each claim against Google search. Stage three, actually execute the code in a sandbox. Stage four, produce a report with a trust score and suggested fixes.

From this step on we take the four stages apart, one at a time. Know the principle and you read the report with completely different eyes.

If you see this, it worked

Run the verification and a progress note appears, "verifying every claim", and when it finishes, a report lands with a trust score and item-by-item findings.

3

Stage one, claim extraction: putting sentences on the scale

In the first stage, the AI rereads your work and picks out the claims needing verification. "98 percent satisfaction" is a statistics claim, "a review from Kim" is a testimonial claim, "your skin improves instantly" is a health claim. Every sentence gets classified by its nature and placed on the scale.

Classification matters because the yardsticks differ. Exaggerations, statistics and figures, testimonials, health claims, financial claims, guarantees and affiliations, awards and certifications, urgency and scarcity copy, and placeholder values each need their own standard for an accurate verdict.

One thing to remember: verification happens sentence by sentence. That's why the report points to exact locations, like "this phrase in this sentence".

If you see this, it worked

In the report you'll see each finding wearing a classification tag: exaggeration, statistics and figures, testimonial, and so on. Those tags are stage one's output.

4

Stage two, Google cross-check: facts get confirmed by search

The extracted claims are checked against live Google search. The point is that the AI doesn't judge from its own memory; it holds each claim up against outside evidence, actual search results. You can't catch hallucination with more hallucination.

After the cross-check, each item gets a verdict: suspected false, needs fact-checking, add a source, soften the wording, add a disclaimer. Not just delete this, but how to save it too.

For example, a "first in the country" line becomes suspected false if search turns up similar services, or a soften-the-wording suggestion if confirmation is hard. "One of the few" instead of "the first".

Tip

Facts unique to your business (prices, opening hours, your history) can't be confirmed by search. Those items arrive marked as needing real data, and filling them with the true values is your homework.

Heads up

Passing the search cross-check is not a 100 percent guarantee. Not every fact in the world is searchable. Keep the sense that verification is a powerful filter, not a license.

5

Stage three, sandbox execution: it really runs the thing

It doesn't only inspect the words. In stage three, your work's code is actually executed in an isolated space called a sandbox. Code that looks fine on the surface sometimes errors the moment it runs, and problems like that can only be caught by running it.

If execution passes, the report records that it ran error-free and in how many seconds. If it fails, the error is shown, and the fix and re-verify button has the AI repair it and rerun it in the sandbox. Credits are deducted only when the fix passes, so you can hand it over without worry.

Don't be alarmed by a long list of findings. Findings aren't demerits; they're a free accident-prevention list delivered before launch. Fixing them is what the feature is for.

If you see this, it worked

In the report's execution item you'll find a pass (with the seconds recorded) or a fail (with the error). On a fail, continue with fix and re-verify.

Term cards · tap to open

Sandbox

A sandpit where children can build and smash anything inside, and nothing outside gets messy.

A technique for running code in a space completely isolated from the real service. Errors inside it touch neither your work nor its visitors, so you can experiment with an easy heart.

E2B

A disposable cloud computer, rented fresh for each verification and returned whole when it's done.

The cloud sandbox service VibeCampus uses in stage three of Trust & Fact-Check. Your build runs in a real computer environment, and when the inspection ends, that space disappears without a trace.

Runtime error

The engine noise you only hear after turning the key, no matter how clean the blueprints looked.

An error that only reveals itself when the code actually runs. Reading alone can't catch it, which is exactly why the sandbox execution stage must exist.

6

Stage four, reading the report: a trust score and four dimensions

The final stage is the report. At the top sits a trust score, shown alongside ratings on four dimensions: truthfulness, ad fitness, evidence, and legal sensitivity. The same work gets a different prescription depending on which dimension is weak.

Each finding carries a risk level and a confidence level. Working through the high-risk, high-confidence items first is the efficient order. Re-run the check and it shows the score change against last time, so improvement becomes visible.

Treat the report as a map, not a report card. A map with every fix marked on it. Starting from a low score isn't shameful, it's the natural starting point.

Heads up

Don't publish unreviewed just because the score is high. The score is the tool's judgment, and the name on the work is yours. Read the whole report, convince yourself, then ship. That's the principle.

7

Applying suggested fixes: safer sentences

Each item in the report comes with a safe replacement suggestion. For "98 percent satisfaction", something like "see what our customers say": no longer false, still attractive. Press fix this phrase to apply one item, or fix all to apply everything at once.

Use the industry selector too. Choose a regulation-sensitive industry, health, finance, food, beauty, education, children, crypto, e-commerce, real estate, and the inspection applies stricter yardsticks. If your industry is on the sensitive side, always turn it on before running.

After applying the fixes, confirm the kill with a re-check. Fix, re-measure, watch the score climb. That cycle is the finishing routine.

Tip

You don't have to use the replacement text verbatim. Take the suggestion as a hint and rewrite it in your own voice, and you get sentences both safe and yours.

8

The Safety & Rights check: guarding copyright and likeness

After facts come rights. The Safety & Rights check sweeps your work from five angles, copyright, trademark, privacy, legal, and reliability, and reports what could become a problem along with a severity (high, medium, low, info). Explanations are pitched at a beginner's eye level, fixes included.

Know the frequent flyers: images resembling famous brand logos, faces resembling celebrities, fonts or photos of unknown origin, a page with a form but no privacy notice. All common, and all fixable.

Handle findings one at a time with fix this issue, or all at once with fix all. Items tagged as best confirmed by a professional deserve exactly that weight.

Heads up

This check is informational help, not legal advice. As your business grows, or if your industry is sensitive, the right usage is taking the results to a professional for confirmation.

9

Different country, different law: five countries at a glance

The moment you publish online, your site opens worldwide. And the rules to keep differ by country. It sounds scary, but the core is simple: collect personal data and you need a notice; sell things and you need seller identification. Only the names and the details differ by country.

The five cards below carry the essentials for Korea, the US, the EU, Japan, and China. No need to memorize them now. Know that "such things exist", and give one extra read to the card for your target country.

And a spoiler: the next step teaches a tool that does this preparation on your behalf. So flip the cards with a light heart.

Term cards · tap to open

KR · Privacy policy and e-commerce disclosure

Think of the notice by the shop door, "here is how we handle customer information", plus the business nameplate.

Collect names or contact details through a form and you need collection-and-use consent plus a posted privacy policy. Selling online adds identity disclosure: business name, representative, contact, business registration number. Baseline rules that apply even to tiny businesses.

US · CalOPPA and CCPA

The sign you must hang if even one Californian customer might walk into your shop.

CalOPPA requires any commercial site collecting personal data to post a privacy policy, regardless of size. CCPA adds obligations for companies past certain revenue or data-volume thresholds, so in the early solo stage, CalOPPA is usually the one that matters.

EU · GDPR and prior cookie consent

In Europe, asking permission before touching a guest's information is both the manners and the law.

GDPR is the privacy regulation that applies whenever you target EU residents, wherever you operate. Non-essential cookies need consent in advance, and pre-ticked consent boxes don't count.

JP · Specified Commercial Transactions Act notice

For a Japanese online shop, the seller information board that always hangs next to the price tags.

Selling online in Japan requires a notice page with the seller's name, address, phone number, tax-included prices, shipping fees, payment and delivery timing, and return terms. It applies even to the smallest one-person shop.

CN · PIPL and ICP filing

China runs personal data rules and a site registration system side by side.

PIPL is the privacy law that applies when you target users in China, with guardian consent required for children under 14. The ICP filing is a registration required when your site sits on mainland China servers, so sites hosted overseas are out of its scope.

10

The Legal Pack: each country's documents, from your business

If the last step left you thinking "when would I ever write all of that", that's the correct reaction. Hence VibeCampus has the Legal Pack. Pick your target countries and it writes that country's privacy policy, terms of service, and required disclosures based on this very build's business, in that country's language.

The key phrase is "based on your business". Not boilerplate scraped from somewhere, but documents written from an analysis of what your build collects and what it sells. A booking form produces booking-data clauses; selling produces seller disclosures. That's how it works.

And no Korean-law documents stapled onto a US launch, either. The documents follow the target country's disclosure rules, written in that country's language. The finished documents can go straight into your work, and we do exactly that in the next step.

If you see this, it worked

Open the Legal Pack and you'll see the target country selection (Korea, US, European Union, Japan, China) and business info fields. Business info is optional; leave it blank and placeholders go in.

11

Running and inserting the Legal Pack

Run it and a four-stage pipeline turns. First it analyzes the build to learn what it collects and does, then writes the per-country documents, cross-checks them against that country's requirements checklist, and if anything is missing, patches it and checks again. At the end, checklist coverage and per-country cautions are displayed together.

Happy with the documents? Press insert into my build. Inserting is free. A legal notice footer appears at the bottom of the build, and its links open the documents in a popup. Run it again later and the old block is replaced with the new documents, so refresh whenever your business changes.

Unmet items are listed as things to confirm yourself. Information only you hold, like a business registration number, can't be filled in by any tool, so that part remains yours.

If you see this, it worked

When generation ends you'll see the document texts by country, the checklist results, the unmet items, and per-country cautions. Press insert and a legal footer plus document popups are added to the bottom of the build.

Try it now

Tip

Multiple target countries? Start with your one main market. Get the documents for the country producing real visitors and revenue first, and add countries as you expand. That's the realistic order.

12

The boundary between your responsibility and the disclaimer

Time for the grown-up talk, stated precisely. The documents the Legal Pack produces are AI-generated reference drafts, not legal advice. They can contain errors or omissions, you must review them yourself before publishing, and the final responsibility for the published documents rests with you. That is the exact meaning of the disclaimer.

Then what is this tool's value? The difference between starting from a blank page and starting from a well-built draft. With a draft, review takes a few hours; with a blank page, even the starting point is a fog. The tool removes 90 percent of the preparation, and you press the final seal. That's the structure.

For businesses with real weight, payments, medical, finance, taking the draft to a lawyer for confirmation is the orthodox move. With a draft in hand, the professional consultation gets shorter and cheaper too.

Heads up

Don't conclude that legal preparation is finished because a document is inserted. Inserting is the start; reviewing and updating is the operation. When the business changes, the documents must change with it.

13

Midpoint quiz

What is the correct order of Trust & Fact-Check's four stages?

14

Hands-on mission: a health info page, all the way through verification

Health information is the field where trust matters most, which makes it perfect practice material. The Try it now button below holds a vitamin D information page prompt: a daily intake table, food sources, and a frequently-asked-questions section.

The goal isn't the build, it's the verification. When the build lands, run Trust & Fact-Check without fail, and read the report to the very end.

Try it now

Tip

Before running it, predict for yourself what the report will flag. The moment you compare prediction and result, the verifier's eye starts growing inside your own head.

Mission

Build the vitamin D info page from the pre-filled prompt and run Trust & Fact-Check, with the industry set to health. Pick at least two findings in the report, rewrite them with safe replacement wording, then re-check and confirm the score change.

Reveal after you try

Likely findings: intake figures tend to draw add-a-source or needs-fact-checking verdicts, and flat benefit claims like "strengthens your bones" become soften-the-wording targets. With the health industry on, you can feel the stricter yardstick. If the re-check shows a higher score and the change from last time, the mission is complete. This cycle (verify, fix, re-check) becomes your routine before every launch from now on.

15

Wrap-up: trust is a habit, not a feature

This whole course in one line: ask three questions before shipping. Is it true (Trust & Fact-Check)? Does it violate anyone's rights (Safety & Rights check)? Is the legal preparation done (Legal Pack)? When those three questions become habit, an invisible quality accumulates in everything you ship.

Trust builds more slowly than marketing, and lasts far longer. Visitors may not remember your accurate numbers and honest sentences, but they keep the memory of being fooled by a strange exaggeration for a very long time.

Only the final course remains. See you in Launch, where verified work goes up on a real address.

Remember this

  • The four-stage Trust & Fact-Check, the Safety & Rights check, legal common sense for five countries, and the Legal Pack. You now hold the complete map of pre-launch inspection.
  • The core habit is one: run the verification before pressing the publish button. That single ordering protects you from most accidents.
  • The tools handle drafts and inspection; you handle the final confirmation. People who know that boundary build businesses that last.
  • Next is the final course of the class: Launch. Your code, your domain, a real address are waiting.
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