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Overview

For over a decade, Covalen has partnered with a global technology leader as its Business Process Services (BPS) provider. The engagement supports platform integrity, trust and safety, and AI data operations through a governance-led model designed to scale. Today, the partnership spans 49 markets and more than 40 languages, bringing specialist operations, quality assurance and AI workflow support together within one unified framework.

Background 

The client runs a 24/7 operation across a complex global ecosystem that manages high volumes of sensitive content while staying ahead of strict, evolving regulatory requirements. Generative AI adds another intricate layer bringing the need for high-quality data, tighter oversight and fast capability expansion. This had to happen without compromising platform stability or product release timelines.

The Challenge 

Keeping this operation safe and consistent at scale brought several pressures to bear at once:

Extreme content volume: millions of reports and cases needing fast, accurate triage each month
Demand volatility: sudden surges tied to global events, calling for context-aware decisions made quickly
Regulatory complexity: multiple jurisdictions with different legal requirements, all needing consistent, auditable outcomes
Fragmented governance: limited visibility and slower decision-making, which put consistency and compliance at risk across teams, languages and regions
Rapid AI scale: fast expansion of AI operations, without putting stability or existing product commitments at risk

The structures already in place were working, but closer integration with specialist and legal expertise was needed to hold that consistency and compliance together at scale.

The Opportunity 

Covalen built a governance-led operating model centred on platform integrity, trust and safety and AI operations.

A multi-tiered specialist structure takes care of routine content and sends complex or high-risk cases through for expert review, with clear escalation pathways matching each case to the right level of specialist capability. Dedicated Expert Review and Legal Operations teams strengthen legal defensibility and keep decisions consistent and compliant across jurisdictions.

Backing AI growth meant bringing in specialised, multilingual teams and pairing them with a capacity engine built for real-time forecasting, allowing resources to be allocated quickly whenever demand spiked or a new product launched.

Quality is central to the model, resting on five components: a robust quality framework, layered QA architecture, real-time analytics, proactive quality management, and integration across platform integrity and AI workflows. Calibration sessions happen regularly, and feedback loops keep teams aligned, feeding directly into AI model retraining and safety guardrails.

To protect performance and wellbeing in an ‘always-on’ environment, Covalen introduced structured workload rotation alongside clinical support programmes.

Key Outcomes

2.45 million+ content pieces and cases per month processed within Trust and Safety operations, managed by 822 specialists in 40+ languages
24/7 coverage provided for high-severity and legally sensitive content, with 95%+ SLA compliance achieved during high-volume periods, supported by 50 dedicated QA professionals
10x scale delivered in AI operations, from pilot to enterprise, covering 49 markets and 25 languages
100% SLA delivery maintained throughout AI workflows, with 95%+ compliance and quality score from month two of AI programmes
187 AI workflows operationalised, guided by 50+ grading rubrics, supporting 12 moderation quality frameworks

This foundation offers strong potential to grow into new markets and product areas, backed by governance and stability. The integrity and AI operations framework is designed to keep pace as regulatory and safety demands continue to change.

Ready to scale trust, safety and AI operations? Contact Covalen to discuss your requirements.

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Platform growth: Trust & Safety

Case Study

6mins

17th November 2020