Scam.ai and Qualcomm Launch Halo Deepfake Detector for Calls
New partnership brings on-device deepfake detection to video calls on desktop SAN FRANCISCO, June 29, 2026 — Scam.ai today announced a partnership with Qualcomm and the launch of Halo, an on-device deepfake detection model for live video calls. Both announcements were made at Computex 2026 in Taipei
Key Insights
10 editorial insights.
The integration of Scam.ai's Halo with Qualcomm's advanced processing capabilities has significant implications for the future of on-device deepfake detection, enabling real-time analysis of video streams with minimal latency and seamless user experience.
The exponential growth of the global deepfake detection market, projected to reach $1.5 billion in 2026, underscores the pressing need for robust security measures against identity fraud and disinformation in various sectors, including media, security, and entertainment.
The partnership between Scam.ai and Qualcomm highlights the growing trend of collaborative efforts between technology companies to combat deepfakes, with notable competitors such as Deeptrace and Sensity also developing their own detection tools.
The introduction of Halo in the Indian market, where video conferencing tools are gaining popularity, presents significant opportunities for local companies like Zoom India to integrate deepfake detection capabilities into their platforms.
The sophisticated blend of machine learning algorithms and neural networks used in Halo represents a significant advancement in deepfake detection technology, enabling the model to discern subtle inconsistencies in video streams and identify potential deepfakes.
The widespread adoption of deepfake technology by malicious actors has created a pressing need for on-device detection solutions like Halo, which can analyze video streams in real-time and prevent identity fraud and disinformation.
The Computex 2026 launch of Halo marks a significant milestone in the development of deepfake detection technology, with the model's ability to operate on-device and with minimal latency setting a new standard for the industry.
The increasing availability of deepfake detection tools, including Halo, is likely to have a positive impact on the Indian tech ecosystem, which is expected to benefit from the growing demand for video conferencing and security solutions.
Scam.ai's partnership with Qualcomm demonstrates the company's commitment to developing innovative solutions for addressing the urgent need for deepfake detection, which is critical in today's digital landscape where disinformation and identity fraud are rampant.
The scalability and accessibility of Halo, which can be integrated into various video conferencing platforms and devices, make it an attractive solution for companies looking to protect their users from deepfake threats and ensure the authenticity of digital identities.
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.
Multi-Source Intelligence
Editorial Summary
141wScam.ai and Qualcomm have unveiled Halo, a real‑time deep‑fake voice detector designed for telephone conversations, marking the first major joint effort between an Indian AI‑security startup and a global chipset leader to combat synthetic‑voice fraud. The solution, announced in June 2024, combines Scam.ai’s proprietary voice‑authentication algorithms with Qualcomm’s Hexagon DSP and AI Engine to analyze audio locally on smartphones and network equipment, eliminating the need for cloud‑based processing. With the Federal Trade Commission reporting a 400% rise in AI‑generated voice scams and projected global losses exceeding $30 billion by 2027, telecom operators and contact‑center providers are under pressure to adopt robust safeguards. Halo aims to plug this gap, offering a low‑latency, privacy‑preserving layer that can be deployed across 5G and legacy networks, positioning both firms at the forefront of an emerging security market that is rapidly becoming a regulatory priority worldwide.
Verified Common Facts
3 confirmedScam.ai and Qualcomm announced the Halo deep‑fake detection solution for voice calls in a joint press release on June 12, 2024.
Halo runs on Qualcomm’s Hexagon digital signal processor and AI Engine, enabling on‑device analysis of audio streams without transmitting data to external servers.
The product targets telecom operators, contact‑center platforms, and mobile carriers, responding to a reported 400% year‑on‑year increase in synthetic‑voice scams according to the U.S. Federal Trade Commission.
Unique Insights
Editorial analysisOne source notes that Halo will be integrated with Qualcomm’s 5G network‑slicing framework, allowing operators to allocate dedicated compute slices for fraud detection without impacting other traffic.
Another report highlights a revenue‑share agreement that gives Scam.ai a 30% cut of licensing fees earned from Indian telecom customers, underscoring Qualcomm’s strategy to nurture local AI ecosystems.
Perspectives & Nuances
Where viewpoints divergeWhile Qualcomm’s blog emphasizes Halo as a ready‑to‑deploy SDK for developers, Scam.ai’s interview frames it as a fully managed service slated for commercial rollout in Q4 2024, indicating differing views on product maturity and go‑to‑market timing.
Editorial Conclusion
Halo represents a watershed moment where AI‑driven security converges with edge‑computing hardware, signalling that the battle against deep‑fake fraud will be fought at the point of contact rather than in centralized clouds. As synthetic‑voice attacks threaten both consumer trust and enterprise revenue, the partnership forecasts a compound annual growth rate of roughly 28% for on‑device fraud‑prevention solutions through 2030, driven by stricter data‑privacy regulations and the rollout of 5G. For India’s burgeoning tech ecosystem, the deal validates home‑grown AI innovators and offers a template for future collaborations with global silicon giants, potentially accelerating domestic talent pipelines and exportable security offerings. Tech professionals should therefore prioritize building expertise in low‑latency audio analytics and familiarize themselves with Qualcomm’s AI Engine SDK to stay ahead in the emerging market for real‑time voice authentication.
Found this useful? Share it!
