Privacy LitigationWeb Tracking

Vibe-Coded Websites Are Susceptible to Litigation. Is Your Site at Risk?

Vibe coding is the practice of describing a website or app to an AI assistant and publishing the code it writes. Websites built this way often include analytics, session replay, and other tracking tools that the assistant or a starter template added by default. The business that operates the website is responsible for what those tools collect, no matter who wrote the code. Notably, wiretapping laws such as the California Invasion of Privacy Act (CIPA) have no size thresholds, so they can be used against any website, regardless of its reach.

Published October 6, 2026

Summary

Tracking tools on vibe-coded websites often send visitor activity, such as the pages viewed and sometimes the keystrokes typed, to other companies. Plaintiffs regularly allege that this constitutes an unlawful interception under CIPA when it happens without the visitor's consent, with statutory damages of $5,000 per violation. These websites tend to launch without a consent banner or a privacy notice that describes the tools, which leaves them without the main defense to these claims. I recommend reviewing the tools on the website, removing the ones the business does not need, and placing the rest under the control of a consent banner.

Which Tracking Tools Do Vibe-Coded Websites Include?

AI coding assistants, and the starter templates they often build on, tend to reproduce the most common patterns found in existing websites. For a new website, these patterns may include analytics scripts, hosted fonts, and error monitoring tools. In some cases, they also include session replay tools that record how visitors move through each page. Each of these is a third-party tool that sends visitor data to a company other than the website operator.

Each type of tool sends different visitor data:

ToolWhat it typically sends
AnalyticsThe address of every page viewed, device details, and a visitor identifier
Session replayMouse movements, scrolling, keystrokes, and sometimes form entries
Error monitoringThe page address and browser details with each error
Hosted fontsThe visitor's IP address when the fonts load
Embedded formsForm entries and the page they were submitted from

Based on how these categories of tools commonly behave, as of October 2026.

These tools are common, and many websites run them. However, on a vibe-coded website, they are often added without much thought or scrutiny. As a result, the website may not have a privacy notice that describes these tools or a consent banner in place to control when they are used.

Hosted fonts are a useful example of how minor these sorts of tools can appear. In 2022, a Munich court ordered a website operator to pay a visitor 100 euros in damages because the website loaded Google Fonts from Google's servers, which sent the visitor's IP address to Google without consent. While the amount was small, the claim was based on a font rather than an advertising or analytics tool. Many businesses, including mature ones, would not think to review a font for privacy risk.

Why Do Wiretapping Laws Reach Small Websites?

With a couple of exceptions, state privacy laws apply only to businesses above certain size thresholds. In California, the main thresholds are annual revenue above an inflation-adjusted $25 million or personal information from 100,000 or more consumers. New websites rarely meet either threshold, so these laws may not apply to them at first.

In contrast, wiretapping laws such as CIPA have no thresholds, and Section 637.2 sets statutory damages at $5,000 per violation. Wiretapping claims tend to allege that session replay and analytics tools let third parties intercept visitors' activity without consent. Recent complaints against small online stores allege that session replay tools were used with no consent banner in place. Vibe-coded websites are often launched with the same tools and without a way to collect consent.

Consent is one of the main defenses to these claims. In Javier v. Assurance IQ, the Ninth Circuit held that consent has to be obtained before the recording begins. Websites without a consent banner cannot show that their visitors consented.

California's SB 690, signed on September 30, 2026, allows only the Attorney General to bring CIPA's pen register claims over website tracking, starting January 1, 2027. However, it does not affect Section 631, which is the wiretapping provision that session replay and search bar claims rely on.

Who Is Liable for AI-Generated Tracking Code?

The businesses that operate websites are liable for the tracking, regardless of how the code was written. The terms of service for AI coding assistants generally make users responsible for the code the assistants produce. Starter templates and hosting platforms tend to have similar terms. Demand letters and complaints name the business that operates the website, and the use of an AI assistant is unlikely to serve as a defense to these claims.

AI assistants can also generate privacy notices, which creates a separate risk. These notices tend to be generic and often lack context about what the websites collect. Plaintiffs tend to quote them in demand letters and complaints.

A notice that does not disclose the tracking weakens any argument that visitors consented to it. The risk is greater when a notice states that the website does not track visitors or share their data, while its analytics or session replay tools indicate otherwise. That type of statement can support a separate claim that visitors were misled.

What Does This Mean for Vibe-Coded Websites?

I recommend that businesses start by learning which third-party tools their websites load. A complete inventory is ideal, but a review of the tools the AI assistant added is a reasonable first step, including any analytics associated with the hosting platform. Tools that the business does not need should be removed. Session replay tools deserve particular attention, because they appear regularly in wiretapping complaints.

Any remaining tools should be placed under the control of a consent banner. Website owners also need to decide whether the banner uses an opt-in or opt-out model. This is a risk decision, and it should not be left to a default setting without careful thought.

It may be tempting to build the consent banner with the same AI assistant. However, consent technology has many requirements that are easy to miss. For example, a banner has to block underlying tracking scripts and not only the cookies, honor opt-out signals such as the Global Privacy Control, pass each choice to platform tools such as Google Consent Mode, and avoid dark patterns. A self-built banner that misses these requirements may increase risk rather than reduce it.

For this reason, a dedicated consent management platform is a better choice than a self-built banner. My recommendation is Captain Compliance, the platform I help build.

Additionally, privacy notices should be written to describe the tools the websites use. These steps need to be revisited as the websites change, because AI assistants can add new tools whenever the code is updated.

Questions

Do these risks apply to businesses outside California?+

Yes. CIPA claims are generally brought on behalf of website visitors located in California, regardless of where the business is based. Other states, including Florida and Pennsylvania, have their own wiretapping laws, and plaintiffs have also brought website tracking claims under the federal Wiretap Act. Any website that is available to visitors in these states may face these claims.

What should a business do if it receives a wiretapping demand letter?+

A business should not ignore the letter, because these claims rest on a real statute. I recommend consulting privacy litigation counsel before replying and before changing the website, since the way the website was configured at the time of the visit may be relevant evidence. An assessment of which tools the website loaded and what they sent can help counsel evaluate the claims.

Can an AI assistant remove the tracking tools it added?+

Partly. An AI assistant can identify and remove tools in the code it wrote. However, some tools are added by hosting platforms or loaded by other tools, so they may not appear in that code. The results should be confirmed against what the live websites load, and checked again after later changes.

Briefings are informational and do not constitute legal advice.

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My audits are most useful when you have a consent management setup to validate, a demand letter with specific claims to assess, or a team or client that needs an external web privacy expert. If you already know you have major gaps, your budget may be better spent addressing them directly. I recommend Captain Compliance, the platform I help build, for privacy technology needs.

More Briefings

Do Google Fonts Require Consent? Why External Fonts Pose a Privacy RiskWebsites that load fonts from Google's servers send visitors' IP addresses to Google, oftentimes by default or without regard for visitor privacy choices. In Germany, that practice led to a court ruling against a website operator. In the U.S., it has been cited in wiretapping demand letters. Businesses often overlook fonts, which are rarely thought of as tracking tools. Is a Cookie Banner Required in the U.S.? Why Most Websites Still Need OneMost U.S. websites that use advertising or analytics tools need a cookie banner, even though no law requires one explicitly. State privacy laws require a way to opt out of certain web tracking. Wiretapping lawsuits may also turn on whether a visitor consented to tracking. A working consent banner is the most practical way to address both. Why Does a Cookie Banner Need to Block Tracking Behind the Scenes?A cookie banner has to do more than offer visitors a privacy choice. It also has to stop the website's tracking tools from running when a visitor decides to opt out of tracking. Many recent tracking complaints allege that misconfigured banners are violating website visitors' privacy. All Briefings →