Trust & Safety

A real-time AI content moderation pipeline is the combination of three things: extracting frames and audio from a live media stream, running AI inference on them, and returning an enforcement action — mute, kick, flag, or blur — back to the session fast enough that harmful content never reaches viewers. The central engineering decision is where […]

Dating app fraud has evolved from simple fake profiles to sophisticated attacks using deepfakes, AI-generated images, and pre-recorded videos. Romance scams cost victims over $1.3 billion in 2022 alone, with dating platforms facing increasing pressure to verify user authenticity. Traditional photo verification is no longer sufficient — determined fraudsters easily bypass static image checks using […]

The Reality of Real-Time Moderation for Dating and Social Platforms Live video has transformed social and dating platforms, creating opportunities for authentic connection and engagement. However, it has also opened new vectors for abuse, harassment, and inappropriate content. The promise of AI-powered moderation suggests a simple solution: deploy computer vision models to automatically detect and […]

Over the past decade, the creator economy has transformed from a niche corner of the internet into a multi-billion-dollar industry. YouTube stars, Twitch streamers, TikTok influencers, and independent podcasters are no longer just entertainers — they are small business owners, building personal brands with audiences that rival those of traditional media outlets. But this growth […]

As live video streaming becomes mainstream across industries, from e-commerce and education to entertainment and social platforms, the challenge of real-time content moderation grows exponentially. Platforms must protect users from harmful content, comply with global regulations, and maintain a safe, engaging experience without slowing down the broadcast. This article explores how AI-powered moderation is transforming […]

As more and more people upload videos to social media, video-sharing sites, and live-streaming apps, keeping that content safe and appropriate has become more important—and more challenging—than ever. Manual moderation alone can’t keep up with the scale, speed, and complexity of modern content ecosystems. That’s where AI steps in. At Trembit, we specialize in building […]

Content moderation is a complex process that employs a diverse range of techniques. These include keyword filters, database content hash matches, and machine learning-based approaches. In this article, we will explore these techniques in detail, covering both general approaches to content moderation and those used by major social media platforms such as Reddit, Twitter, Facebook, […]

The necessity of social media content moderation is undeniable. The number of reasons to moderate is overwhelming: starting from preventing platforms from violating a law in a specific country or breaking a policy of a specific marketplace and finishing with protecting its users from harmful content. Harmful content encompasses a wide range of problematic material, […]

Back in 2019, a Chrome extension made the rounds for one cheeky reason: it let you watch Netflix at work while pretending to be stuck in a video call. It was called Netflix Hangouts, built by the internet-mischief studio MSCHF, and it did exactly what it promised — one click turned your show into the […]