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Hidden Drain on AI Solution Providers: How Fake Accounts Erode Growth and Burn Cash

Every fake account steals GPU cycles, skews data, and weakens decision-making. With Verosint’s ITDR, you can stop account abuse at the source and ensure resources are fueling real customers—not fraud.
Written by
Verosint Team
Published on
August 19, 2025

A growing range of AI Solutions have hit the market, including Vertical AI, vibe coding platforms, LLMs, agentic AI platforms, and more. Most offer a free-tier so new users can try out their solutions before committing to a paid plan. They also share another common trait; the need for stratospheric growth, and massive funds to feed their AI resource burn.

There's a growing problem hiding in plain sight that stunts growth and accelerates the burn rate. The culprit are users systematically using fake accounts to repeatedly access services under free plans without ever converting to paid. Some AI platforms have estimated that free account abuse accounts for up to 20-30% of all users. Fortunately, Identity Threat Detection and Response (ITDR) is designed to catch free loaders and help convert them to paid, boosting your growth rates and stopping wasteful AI resource burn in the process.

Fake Account Abuse Hits Particularly Hard

If you’re running a solution dependent on AI resources, you already know the costs are very real. Every prompt and token burns computation resources for training models, inference, and AI infrastructure that you’re paying for.

Now imagine hundreds, thousands, or even millions of fake accounts, bots, or fraudulent users signing up for your service. That’s a direct hit to your bottom line. Every fake account that interacts with your system is burning expensive resources without delivering an ounce of revenue. The business impact is no joke:

  • Lowered Growth Rates – Fake account abusers inflate the wrong KPIs and don’t generate revenue, leading to poor predictions around growth rate and poor strategic decisions around pricing, fund raising and resource allocation
  • AI Compute Waste – Every fake account abuser that runs through your solution consumes expensive GPU cycles, storage, and inference time that you’ll never get back.

  • Skewed Training Data – Fraudulent or low-quality accounts can skew your training and reinforcement data, making your AI solution less relevant and impactful over time.

  • Operational Drag – Engineering, sales and support teams can waste cycles analyzing fraudulent activity instead of real customers with legitimate intent to purchase.

The business economics of AI solution funding and growth expectations means it's a problem you can’t ignore.

IAM And Fraud Prevention Tools Won’t Help

Identity management and fraud prevention tools were designed for access management and e-commerce fraud in mind. They weren’t built for the unique challenges AI companies face with fake signups and identity abuse.

That’s because the fraud starts earlier than an e-commerce transaction or chargeback—instead it’s at the identity layer. By the time a fake account gets through and starts consuming AI-driven services, the damage has already begun, and traditional IAM and fraud tools we never designed to see that risk. That’s where Identity Threat Detection and Response (ITDR) comes in.

Verosint: Protecting Your AI Top And Bottom Line

Verosint is built for the modern identity security threats. We help safeguard your customer-facing platform against identity-based abuse that drains expensive AI resources. And by detecting fake accounts, you can stop the abuse and direct those users to paid account options where they can convert.

With Verosint, you can:

  • Stop Fake Sign-Ups at the Door – Detect duplicate, fraudulent, or automated account creation before they ever hit your system.

  • Identify Gaming Behavior – Catch users trying to exploit free trials and abuse referral programs.

  • Preserve AI Resources – Ensure that your GPU cycles and inference calls are powering real users, not bad actors.

  • Convert More Paid Accounts – Detect abuse immediately, including repeat offender attempts, and redirect them to paid program options to drive revenue growth.

Turning Identity Security Into a Growth Driver

AI solution providers are under pressure to show significant growth to justify valuations and continued fund raising. Every wasted cycle from a fake account is money out of your pocket—money that doesn’t convert to revenue and gets wasted on expensive AI compute resources.

Investing in ITDR isn’t just about security—it’s about protecting your revenue growth and improving margins. For AI Solution Providers, it’s a lever for competitive advantage. If you’re serious about protecting your AI platform’s top and bottom line, it’s time to look at how Verosint can help.

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Verosint Team

Verosint, a leading provider of account fraud detection and prevention, helps digital businesses answer the question of “who’s there?” using signal-based identity assurance. By combining verified open source intelligence, identity graphing techniques and risk signal orchestration, Verosint stops account fraud before it starts. With real-time account fraud detection and proactive, persistent fraud discovery, online businesses can deliver trusted convenience to customers, minimize risk and reduce fraud management costs. To learn more, visit www.verosint.com.