BlogHow to create an account farm for neural networks
How to create an account farm for neural networks
May 19, 2026

How to create an account farm for neural networks

With the help of neural networks, content is actively generated, code is written, and advertising creatives are stamped out. However, major AI services have restrictions: query limits, queues, and paid plans. 

When there are more tasks, costs also grow. Free limits are no longer enough: you have to buy additional packages or switch to paid plans. At the same time, not everyone is ready to constantly expand their subscription: users often abuse free limits, trials, starting bonuses, and other available service features. 

In this article, we will break down why account farms are assembled for neural networks, which AI services are abused most often, and how working with multi-accounting is structured in practice. 

Why account farms for AI are assembled 

If a neural network is used a couple of times a day, one account is more than enough. The problems begin when generation turns into a continuous process. Let's look at the main goals of abusing neural networks. 

1. Bypassing generation limits. For example, in Hailuo AI, available generations run out very quickly. Creating a simple one-minute video for YouTube Shorts will consume the free generations from 3–4 accounts. 

2. Reducing API costs. The official API from OpenAI or Anthropic is billed by request volume. With large volumes and long prompts, expenses start growing quickly, so for some scenarios, it is more profitable to pay for 50 Plus subscriptions and set them up via Puppeteer or Playwright. 

3. Farming free trials. AI services often distribute free credits to new users. For a few tests, this is usually enough, but for mass free generation, you will have to create additional accounts.

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4. Bypassing GEO blocking. Sometimes services give out bonuses or open new features only for certain countries. Free credits or early access are available in one region, but not in another. Therefore, users often create accounts for a specific GEO.

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Which neural networks are most frequently abused through multi-accounting 

The choice of services for multi-accounting depends on the cost of the final product and market demand. Let's break down the platforms that are frequently abused. 

  • ChatGPT. Most often, the free access is abused here: new profiles are created for the sake of obtaining additional limits. Images and text content are generated through ChatGPT, and it is also used for working with code.
  • Claude. Often used for programming and large texts. The free access is also abused here: standard limits run out quickly. Unlike many services, the anti-fraud system works noticeably stricter here: matches between profiles and suspicious activity can quickly end in a ban.
  • ElevenLabs. One of the most popular services for voiceover generation. On the free plan, you are limited to 10,000 characters per month. By utilizing multiple accounts, you can easily gather voiceovers even for long videos.
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  • Video generators (Runway, Kling AI, Hailuo, Luma Dream Machine). One of the most popular directions for abuse. Start bonuses, daily credits, and free limits of new accounts are squeezed out the most here. For example, Kling issues daily credits, Runway provides a starter package upon registration, and Hailuo restricts free access to a small number of generations. 

Why an ordinary browser is not suitable 

Incognito mode or a free VPN does not protect against bans during abuse. The anti-fraud of modern AI services will quickly link accounts by their digital fingerprint. 

The main parameters that services read: 

  • User-Agent — information about the operating system and browser;
  • Canvas and WebGL — a hidden check of how the device draws graphics. Due to the configurations of the video card, drivers, and hardware, the final picture differs slightly, so each device gets its own unique fingerprint;
  • Audio Fingerprint — a similar story, only with sound. The system analyzes how the device processes audio;
  • fonts — a list of installed fonts;
  • WebRTC — a communication technology inside the browser that can accidentally show the real IP even when using a VPN;
  • hardware data — screen resolution, number of processor cores, memory size, and other device parameters. 

All these data are collected together into a unique fingerprint. If parameters are repeated between accounts, the system can link them together. When clearing cookies and changing the IP address in an ordinary browser, the hardware parameters remain unchanged. Anti-fraud will detect the fingerprint match with a previously banned device and issue a ban. 

What is needed for an account farm 

For account abuse, it is important to prepare the infrastructure in advance: a browser, proxies, and other elements that help the network live longer. 

Antidetect browser. When working with multi-accounting, it is important to separate profiles from each other. In professional antidetects (for example, Linken Sphere), each profile is launched in a separate environment with its own set of browser fingerprint parameters.

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Quality proxies. Datacenter proxies are chosen for their price and speed, but they are suitable for platforms with weak anti-fraud. For abusing popular AI services, residential and mobile proxies are used more often. 

Verified reliable proxy providers can be found in our partners section

Phone numbers for verification. On some platforms, it is necessary to verify the account via SMS. Usually, virtual number rental services are used to receive messages.

Trusted mailboxes. Registering accounts on newly created emails increases the risk of blocking. It is recommended to use aged Gmail or Outlook accounts with a history of activity, incoming emails, and connection to other services. 

An example of abusing ElevenLabs using Linken Sphere 

Upon registering a new ElevenLabs account, about 10,000 characters are credited to the balance. This is enough for the voiceover of a couple of videos, and then you will have to create additional profiles. 

Step 1. Profile creation and proxy connection. First, a separate profile for the first ElevenLabs account is created in Linken Sphere. In the settings, enter the proxy parameters for the required GEO.

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Step 2. Connection check and registration. Launch the profile and check the IP through BrowserLeaks or Whoer. If the proxy is detected correctly, go to the ElevenLabs website and register a new account to the previously prepared email. The service works without mandatory SMS verification, so the process takes literally a few minutes.

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Step 3. Repeating the scheme. Create a second profile, connect a different proxy, and repeat the registration to a new email. After logging in, the new account again receives the starting characters. The following profiles are assembled based on the same principle: each account works separately and gets its own set of limits. 

What mistakes are made during abuse 

One of the most common mistakes is using a single proxy for multiple profiles: services will quickly link accounts together and ban for multi-accounting. You cannot use one profile for different accounts because anti-fraud analyzes cookies. 

Many begin manually changing User-Agent, WebGL, Canvas, and other parameters. As a result, strange combinations appear: for example, the profile shows Windows, but some parameters look characteristic of macOS. Anti-fraud can limit the account due to this even at the registration stage. 

Another problem is mismatched parameters. For example, an account operates through a US proxy, the browser shows the Russian language, and the time zone remains Asian. Individually, all this looks normal, but in combination, it creates a suspicious picture. 

All these mistakes lead to one problem: accounts will be linked together and blocked. One proxy for several profiles, shared cookies, inappropriate GEO: all this gives anti-fraud a reason to send the accounts for verification. 

Conclusion 

With the growing popularity of AI services, the number of ways to abuse them also grows. Free limits and starting bonuses have turned into a working tool for earning money for some users. The main thing is to correctly prepare qualitative consumables and choose a reliable antidetect browser of the Linken Sphere level.

Frequently asked questions

  • Anthropic strictly verifies system time zones and language settings against the IP address. If you bought a US proxy, but took an Indonesian number for SMS, and the browser language remained Russian, a ban can arrive on the very first prompt.
  • AI systems perfectly recognize custom domains that generate emails like acc1@mydomain.com, the trust level for them is almost zero. It is better to use purchased trusted Gmail addresses — this significantly reduces the ban rate at the registration stage.
  • Virtual numbers from public activation services are used in a loop. The number you bought today might have been used to verify another account a few months ago.
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