Scam.ai and Qualcomm Launch Halo Deepfake Detector for Calls

At Computex 2026, Scam.ai unveiled its partnership with Qualcomm to introduce Halo, a groundbreaking on-device deepfake detection model designed specifically for live video calls. This development addresses the urgent need for real-time verification of digital identities, especially as deepfake technology becomes increasingly sophisticated and accessible.

Halo leverages a sophisticated blend of machine learning algorithms and Qualcomm's advanced processing capabilities to enable on-device analysis of video streams. By employing neural networks trained on vast datasets of genuine and manipulated visuals, Halo can discern subtle inconsistencies that typically betray deepfakes. The model operates with minimal latency, ensuring that users experience seamless video calls while benefiting from robust security against identity fraud.

In a landscape where disinformation is rampant and deepfake technology is evolving, many companies are racing to develop similar solutions. Notable competitors include Deeptrace and Sensity, both of which have introduced their own deepfake detection tools. As of 2026, the global market for deepfake detection is projected to reach $1.5 billion, reflecting an exponential growth in demand for these technologies across various sectors, including media, security, and entertainment.

The Indian tech ecosystem stands to gain significantly from the introduction of Halo. With a burgeoning market for video conferencing tools, Indian companies such as Zoom India and JioMeet could integrate this technology to enhance user trust and security. Additionally, as deepfake-related concerns grow, Indian developers and startups focused on cybersecurity are likely to see increased investment opportunities and collaborations aimed at fortifying digital communication.

Key Highlights

• Scam.ai and Qualcomm launched the Halo deepfake detection model
• Halo uses advanced machine learning and Qualcomm's processing power
• Deepfake detection market projected to reach $1.5 billion by 2026
• Businesses leveraging Halo can significantly boost user confidence
• Future iterations may integrate with other communication platforms

Real-World Impact

The launch of Halo immediately affects various sectors including remote work, digital media, and cybersecurity. Roles such as IT security professionals, software developers, and even content moderators will find new tools at their disposal to combat misinformation. Companies relying on video communications will need to adopt these technologies to maintain user trust and ensure the integrity of their platforms.

Why This Matters

This partnership signifies a pivotal moment in the ongoing battle against digital misinformation. As deepfake technology continues to evolve, CTOs and developers must prioritize integrating similar detection capabilities into their platforms. This shift highlights the need for a proactive approach to safeguarding digital identities in an increasingly interconnected world.

As the technology behind deepfake detection continues to improve, industry stakeholders should closely monitor advancements from Scam.ai and Qualcomm. The impact of Halo on video communication security will be a crucial element in maintaining trust in digital interactions.