iGEN
Visit IGEN World Explore IGEN Expo
EXPLORE UPGRADE PLANS
BREAKING
CMA CGM and Stonepeak Launch United Ports LLC in $2.4 Billion Terminal Joint Venture UPS shift away from Amazon shows bigger payoff Lanesurf: 62% of Loads Get Vetted Carrier Offers Before Brokers Arrive India-China Border Trade Via Lipulekh Resumes Aug 1; China Permits 20 Traders Geopolitics Drives CMA CGM Q2 Profit Surge of 42% as Volumes and Rates Climb Benchmark Diesel Price Rises Third Week as Futures Plunge; Spread Hits Record Indian Government Limits Sugar Dealers to 400 Tonnes Stock Until November to Curb Hoarding Tenants signing longer leases for larger warehouses as 3PLs lock in capacity US stock market flat as S&P 500 and Dow barely move, Nasdaq slides over 1% on chip rout TruAlt Bioenergy Q1 Net Zooms to ₹59.27 Crore on Higher Revenues, Capacity Expansion CMA CGM and Stonepeak Launch United Ports LLC in $2.4 Billion Terminal Joint Venture UPS shift away from Amazon shows bigger payoff Lanesurf: 62% of Loads Get Vetted Carrier Offers Before Brokers Arrive India-China Border Trade Via Lipulekh Resumes Aug 1; China Permits 20 Traders Geopolitics Drives CMA CGM Q2 Profit Surge of 42% as Volumes and Rates Climb Benchmark Diesel Price Rises Third Week as Futures Plunge; Spread Hits Record Indian Government Limits Sugar Dealers to 400 Tonnes Stock Until November to Curb Hoarding Tenants signing longer leases for larger warehouses as 3PLs lock in capacity US stock market flat as S&P 500 and Dow barely move, Nasdaq slides over 1% on chip rout TruAlt Bioenergy Q1 Net Zooms to ₹59.27 Crore on Higher Revenues, Capacity Expansion
Home ›› Business ›› Markets ›› Indian ›› Front-Running Patterns in PMS Detected by Sebi's AI Tools, Says Regulator

Front-Running Patterns in PMS Detected by Sebi's AI Tools, Says Regulator

Market regulator Sebi has deployed artificial intelligence tools that have generated actionable alerts uncovering front-running patterns in the portfolio management services (PMS) industry. Sebi executive director Manoj Kumar revealed the findings at the Apmi PMS Leadership Conclave, stating the regulator is analysing investor impact and adopting a handholding approach to compliance. Apmi chairman Biharilal Deora said the review would support industry growth.

iG
iGEN Editorial
July 17, 2026
Front-Running Patterns in PMS Detected by Sebi's AI Tools, Says Regulator

India's market regulator, the Securities and Exchange Board of India (Sebi), has deployed artificial intelligence capabilities that are generating a growing number of actionable alerts, revealing patterns of front-running in the portfolio management services (PMS) industry. The development was announced by Manoj Kumar, executive director of Sebi, at the Association of Portfolio Managers in India's (Apmi) PMS Leadership Conclave in Chennai on Friday.

Sebi's AI Alerts and Findings

According to Kumar, the AI tools have recently generated enough alerts that, over time, have indicated a certain amount of front-running is occurring in the PMS industry. "We always believed this was something largely confined to the mutual fund space," he said, adding that the regulator is now "analysing how it has impacted investors."

The regulator's AI systems have become a cornerstone of its market surveillance, with Kumar emphasising that the tools are helping uncover patterns that might otherwise go unnoticed. The findings mark a significant expansion of Sebi's oversight beyond the mutual fund sector.

Regulator's Approach: Handholding and Awareness

Kumar outlined Sebi's stance on compliance, describing it as a "handholding" approach towards resolution. He acknowledged that operators may sometimes commit unintended violations, stating: "We always see that when you operate, there can be some unintended violations. As long as these violations remain unintended, we are very, very accommodative." He added, "We will listen to your viewpoint."

However, Kumar stressed that the objective is to create greater awareness within the PMS industry and discourage any activity that could be perceived as even "remotely" impermissible or viewed negatively by investors. This dual approach — accommodative for genuine errors but firm against deliberate misconduct — reflects Sebi's strategy to foster compliance while maintaining market integrity.

Industry Reaction

Speaking to The Times of India on the sidelines of the conclave, Apmi chairman Biharilal Deora said the review would support the industry's growth. His comments suggest that the PMS industry, which manages portfolios for high-net-worth individuals, sees the regulatory scrutiny as a constructive step rather than a threat.

Key Aspect Details
Regulator Securities and Exchange Board of India (Sebi)
Tool Artificial intelligence-based surveillance
Discovery Front-running patterns in PMS industry
Previous belief Front-running largely confined to mutual funds
Sebi executive Manoj Kumar, executive director
Event Apmi PMS Leadership Conclave, Chennai
Industry body Association of Portfolio Managers in India (Apmi)
Apmi chairman Biharilal Deora
Regulatory stance Handholding for unintended violations; zero tolerance for deliberate misconduct
Next step Analysing investor impact

Implications for the PMS Industry

The detection of front-running — a practice where a trader executes orders on a security for its own account while taking advantage of advance knowledge of pending orders from clients — could lead to heightened compliance requirements for PMS firms. Sebi's use of AI to uncover such patterns signals a more proactive and technology-driven oversight regime. For investors, the regulator's analysis of impact may result in enhanced transparency and investor protection measures.

With the Apmi chairman endorsing the review, the industry appears aligned with Sebi's goals. The next milestone will be Sebi's detailed findings on investor impact and any subsequent regulatory actions.


Sources: Business-Today

Keep Reading

Recommended Stories

Rajesh Mehta's Rise and Sebi Scrutiny: A Business Tale Business

Rajesh Mehta's Rise and Sebi Scrutiny: A Business Tale

Rajesh Mehta, known for his jewelry brands, faces scrutiny from Sebi, impacting his business ventures. Despite past successes, including a $400 million acquisition, current investigations have stalled new projects.

June 8, 2026
Bombay High Court to Hear Gadkari's Suit Against Meta, X, Google Over Deepfakes on August 5 Technology

Bombay High Court to Hear Gadkari's Suit Against Meta, X, Google Over Deepfakes on August 5

The Bombay High Court has scheduled August 5 for hearing Union Minister Nitin Gadkari's civil suit against Meta, X Corp, Google LLC and unknown persons over defamatory deepfakes and AI-generated posts. Gadkari alleges the fake content falsely portrays him as personally responsible for the ethanol-blending programme and claims financial benefit to him and his family, causing irreparable harm to his reputation and personality rights.

July 28, 2026
Instagram, Facebook Ran AI ‘Nudify’ Ads from China, Report Says Technology

Instagram, Facebook Ran AI ‘Nudify’ Ads from China, Report Says

According to the Tech Transparency Project, Meta’s Facebook and Instagram ran thousands of ads for AI “nudify” apps that can create non-consensual intimate images, delivered by Beijing-based advertising partner GatherOne. The ads violated Meta’s own policies against sexually suggestive content. Meta says it prohibits such apps and takes action, but the report suggests revenue priorities may be overriding enforcement.

July 27, 2026
San Francisco Demands Apple and Google Remove AI ‘Nudify’ Apps from App Stores Technology

San Francisco Demands Apple and Google Remove AI ‘Nudify’ Apps from App Stores

San Francisco city attorney David Chiu sent cease-and-desist letters to Apple and Google demanding removal of 13 AI-powered “nudify” apps that generate nonconsensual intimate images. The letters allege the tech giants have profited millions from the apps and are aiding illegal deepfake pornography. Google has removed hundreds of similar apps; Apple did not comment.

July 17, 2026