Tuned Global’s service manipulation detector for streaming clients and rights holders

Tuned Globalthe leading music cloud platform, has announced the introduction of a streaming Service Manipulation Detection (SMD) solution as a new, dedicated offering for rights holders and streaming service clients.

The announcement comes at a time when streaming manipulation (the use of bots, click farms, scripted listening, or coordinated repeat plays to artificially inflate use metrics) has become a serious concern in the digital music industry.

Label licensing requirements now routinely expect platforms to maintain formal measures for detecting and preventing suspicious activity at the track, artist, user and payment levels. The streaming SMD solution is Tuned Global’s response to those expectations.

The technology behind the streaming SMD is designed to give music streaming services and catalogue owners a structured, integrated layer of protection against stream manipulation, built into the platform not dependent on a separate specialist system. The solution provides monitoring, automated safeguards, and governance processes designed to identify and limit artificial activity that distorts play counts, chart positions, and royalty distributions.

Tuned Global CEO With Satin said introducing this service was an important step in ensuring clients could continue to comply with the processes rights holders have in place to protect against artificial streaming activity.

“Rights holders and labels are increasingly explicit in their expectations around streaming integrity, particularly as manipulation directly impacts royalty allocation and chart performance. In licensing discussions, they are looking for platforms to demonstrate clearly defined detection frameworks, including the ability to identify suspicious activity at multiple levels (track, user, network), apply consistent thresholds, and maintain auditability over decisions. There is also a strong expectation that platforms can take enforceable action, like excluding artificial streams from royalty calculations and reporting, and provide transparent reporting back to rights holders. The streaming Service Manipulation Detection solution gives Tuned Global’s clients and their licensing partners a clear, documented system for monitoring and enforcement,” he said

Core features at a glance

The solution operates in multiple layers of the streaming environment.

• Track-level monitoring identifies abnormal consumption patterns, including disproportionate play-to-listener ratios, unusual completion and skip-rate distributions, playback bursts, and repetitive listening behaviour
• Artist-level analysis examines aggregate catalogue data to identify systemic patterns that may not be visible at the individual track level
• User-level monitoring evaluates behavioural plausibility, flagging excessive repetition, unusually high daily activity, or invariant listening patterns over time
• Network and access controls detect suspicious login behaviour, geographic inconsistencies, and shared IP or device activity in multiple accounts

Automated rule-based detection and statistical anomaly monitoring are embedded in Tuned Global’s data processing environment.

Daily per-user, per-track play analysis is applied for royalty and chart reporting purposes, and plays exceeding defined parameters can be excluded from royalty calculations and chart metrics.

All flagged activity is subject to structured internal review under documented governance procedures, with defined escalation pathways, decision-making standards, and audit trails. Where manipulation is suspected or confirmed, Tuned Global may exclude affected plays from royalty calculations, remove activity from chart reporting, or suspend user accounts in accordance with applicable contractual terms.

Participating rights holders can receive structured reporting, including monthly summaries of discounted plays and periodic summaries of detected manipulation trends.

Integrated and ready

The streaming SMD technology is designed to work with Tuned Global’s existing platform-level controls, including account authentication, contractual prohibitions against artificial activity, and standard content onboarding processes.

It also complements Tuned Global’s existing integration with specialist fraud detection partner Beatdapp, giving clients the option to layer additional third-party detection abilities where required.

Raso said the solution and its framework was developed with accessibility in mind.

“We wanted to make meaningful manipulation detection and prevention attainable for a wider range of services and rights holders from day one. This gives them a structured, integrated starting point that aligns with what labels are asking for in licensing conversations,” he said.

The initial implementation phase is completed, with the framework available to be enabled for individual services or clients who elect to adopt it.

Raso noted that the SMD framework was designed to evolve continuously, in line with the changing tactics used to generate artificial streaming activity.

“In the near term, this means expanding from rule-based detection into more adaptive models, including machine learning approaches that can identify both known manipulation patterns and emerging behaviours that do not fit historical norms. Over time, the focus will increasingly change toward predictive and anomaly-based detection, not purely reactive measures.

“A critical factor in this evolution is the role of aggregated, anonymised data in Tuned Global’s client base. As the volume and diversity of data increases, the system becomes more effective at identifying subtle or coordinated manipulation patterns that may not be visible in a single service. This creates a network effect, where detection ability improves as more services participate.

“A broader industry challenge remains around alignment – both operationally and commercially – on how manipulation is defined and reported. Addressing this will be critical to ensuring that integrity measures are applied consistently in the ecosystem, and that both established and emerging artists are protected fairly,” Raso said.