Affle 3i Limited has been granted an Indian patent for its AI-driven "click-to-install" fraud detection technology. The system uses machine learning to analyze user behavior and network signals in real-time to block bot-driven fraudulent ad installations, ensuring higher transparency and better return on investment for global advertisers.
Global technology company Affle 3i Limited announced on Wednesday, June 24, 2026, that it has been granted a patent in India for a sophisticated method and system designed to detect and mitigate advertisement fraud. The newly awarded patent focuses specifically on identifying and neutralizing fraudulent "click-to-install" behavior in real-time.
This intellectual property milestone further strengthens Affle’s patent portfolio, which is central to its conversion-driven "Cost Per Completed User" (CPCU) business model. The technology, which had previously been granted patent protection in the United States, uses trained machine learning models to analyze the sequence of events between an ad click and the subsequent installation of an application.
Combating Ad Fraud with AI
The patented system functions by processing vast amounts of device data, application logs, and user behavior signals across autonomous and intelligent connected devices. By scrutinizing critical parameters—such as the time elapsed between a click and a redirection, the actual time taken to complete an installation, and various network-level indicators—the system can identify patterns that deviate from genuine human behavior.
According to the official regulatory filing, the algorithm is designed to distinguish between authentic consumer engagement and automated, non-human bot traffic. Once a fraudulent source is identified, the system automatically scores and blocks the offending publisher, ensuring that advertisers pay only for legitimate, authentic installations.
Strengthening the IP Moat
This grant marks a significant addition to Affle’s research and development achievements. The company, which focuses on verticalized AI-led consumer conversions, has been aggressively expanding its intellectual property to ensure future-readiness. The firm’s "Consumer Platform Stack" relies on these proprietary technologies to protect advertiser return on investment (ROI) by distilling human versus non-human data.
"This grant directly reinforces the human-vs-non-human data distillation and fraud prevention capabilities of our AI-powered Consumer Platform Stack," company officials stated in the regulatory disclosure. By fortifying these capabilities, Affle aims to maintain its competitive differentiation in a digital advertising market increasingly plagued by sophisticated bot-driven activity.
Why It Matters
For advertisers and brands, the integrity of the digital ecosystem is a top priority. Ad fraud results in billions of dollars in wasted marketing spend globally each year. By deploying AI-driven systems that can proactively filter out manipulated installations, Affle provides its clients with a more transparent and outcome-based advertising environment. This patent helps ensure that the company’s CPCU business model remains robust, delivering high-quality, conversion-driven results even as fraudulent techniques evolve.
Key Facts at a Glance
Technology: "Method and system for click-to-install behavior based detection of fraud."
Mechanism: Uses machine learning models to analyze click-to-install patterns and network signals in real time.
Core Function: Distinguishes between genuine human engagement and bot-driven fraudulent publisher activity.
Strategic Impact: Enhances the reliability of Affle’s proprietary CPCU business model and protects advertiser ROI.
Jurisdiction: Patent granted in India (previously granted in the US).
FAQ Section
1. What is "click-to-install" fraud?
It is a type of digital ad fraud where bots or malicious actors simulate user clicks and app installs to falsely claim advertising credit, leading to wasted spend for brands.
2. How does Affle's new patent work?
The system uses machine learning to monitor the "behavioral pattern" between a click and an app install. If the timing or data signals don't match human behavior, the system flags and blocks the interaction.
3. Will this improve campaign ROI for advertisers?
Yes, by blocking fraudulent traffic in real-time, the technology ensures advertisers pay only for real, human-initiated conversions rather than bot-generated activity.
4. How many patents does Affle now hold?
Affle continues to expand its IP portfolio, with this latest grant adding to its growing list of unique patent applications filed and granted internationally.
Source: Affle 3i Limited Regulatory Filing - June 24, 2026, Affle Official Investor Relations Portal