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Date:
February 1, 2023

AI Content Detection In Practice: Spherexgreenlight™

Spherex's patented Spherexgreenlight™ AI/ML content analysis technology provides frame-level cultural feedback to content creators, distributors, and platforms so that titles can be adequately prepared for distribution to any country worldwide without regulatory or brand risk. Creators can use this technology at any stage of production to be alerted to events within the title that audiences or regulators may find objectionable. They can then decide how to address those issues before public release.

Spherexgreenlight™ is simple to use, its output easy to understand, and the technology behind it is truly extraordinary. This post describes what Spherexgreenlight™ looks for in video content (we call them events) and how it interprets events that could result in cultural, political, or regulatory issues.

Culture matters.

Analyzing scenes through a cultural lens is critical to determining content audience suitability for local markets. For film and television, the type, portrayal, and intensity of cultural events determine the familiarity and acceptance of foreign content. How a title is perceived by government regulators and the public directly impacts distribution opportunities, market reach, audience size, public relations, and revenue.

Events are the foundation.

Events are components of a scene that include dialogue, music, lighting, acts of violence, sexuality, and drug use, among others, that tell the story. Think of events as subjects plus action, surrounded by context. A gunfight is an event. A love scene is an event. An argument containing profanity is an event. As interpreted by each country's culture and rules, the frequency, intensity, and impact of events determine the respective age ratings for a title. Take drug use, for example. Images of someone using a drug prescribed by a doctor (like an antibiotic) versus one used recreationally (like nicotine or marijuana) or in an abusive manner (like methamphetamine) all uniquely contribute to the intensity or impact of an event. Illicit drug use that is implied, shown as occurring in the shadows, or results in negative consequences may be suitable for all age groups in some countries but only for teenagers and above in other countries. The magic is knowing how each event is interpreted culturally and then applying each country's respective laws and rules to determine the appropriate age rating.

Multiply that example across 200+ countries and territories, 7,151 known languages, and 3,800 distinct cultures, and you begin to see the value of Spherexgreenlight™. People interpret events differently based on their language, traditions, beliefs, and laws. There are hundreds of classifiable events to understand in preparing a title for international release.

Context is often the final arbiter.

Context is the circumstances that form the setting for a situation or event -- and thoroughly explain it. Lighting, environment, era, consequences, character portrayal, colors, and more all contribute to describing the context of an event and are perceived differently by cultures worldwide. Contextual cues for age ratings may involve the environment, the character's prominence, the plot's importance, and whether an objectionable event is glamorized or encouraged. Context is critical to the arithmetic of computing an event. It will either be an aggravating or mitigating factor and, thus, raise or lower the formulated age rating.

Event exceptions introduce risk.

"Exceptions" are events that contain objectionable content according to a country's culture, politics, or laws. Exceptions cause regulators to restrict content to adults, require compliance edits before distribution, or entirely ban a title in some cases. Compliance edits can be bleeps or blurs that have little impact on the story. Or they could entail cutting scenes or reshoots, depending on the form and degree of objectionable content. Showing the Taiwanese flag on a jacket for a few seconds got Paramount Studio's " Top Gun: Maverick " banned in Mainland China but had no impact anywhere else. Two words in a single line of dialogue mentioning a same-sex girlfriend in Disney's " Onward " was enough to get the film banned in multiple countries. Even the cultural miscues in Netflix's "Squid Game" indicate how exceptions impact audience and media response to a title.

Ideally, potential exceptions are identified during the script or production stages to mitigate compliance-related delays and costs. Knowing the concerns allows the director to address potential issues to avoid regulator scrutiny and reach the broadest audience in every market while staying true to their vision and the story. The difference in audience size of a film released in Germany rated age 12 compared to one rated age 16 is three million people. If similar ratings have similar population differences in multiple countries, making compliance edits can expand audience reach by millions. Because reach and engagement are vital determinants of success, knowing where to make edits to reach broader audiences is invaluable information, especially before issues arise.

Making global distribution more successful.

Few issues are more crucial to content creators than maintaining creative control and distributing their work. As global demand for content increases, those creating it will come face-to-face with the realities of international distribution. The first roadblock they will encounter is content regulators. Only Spherexgreenlight™ provides the insights necessary to ensure story integrity and cultural compliance and does so in a way that makes global distribution more successful.

Contact Spherex today to schedule a live demonstration.

Related Insights

The Global Rules of Content Are Changing

Across the past eight issues of Spherex’s weekly World M&E News newsletter, one theme has become undeniable: regulation, censorship, and compliance are rewriting the rules of global media. From AI policy to platform accountability, from creative freedom to cultural oversight, content creation is now inseparable from compliance.

1. Platforms Tighten Control Through Age and Safety Laws

U.S. states such as Wyoming and South Dakota have enacted age-verification laws that mirror strict internet safety rules already seen in the U.K., signaling a broader legislative trend toward restricting access to mature material.

At the same time, Saudi Arabia’s audiovisual regulator ordered Roblox to suspend chat functions and hire Arabic moderators to protect minors—an example of government-imposed moderation replacing voluntary compliance.

Elsewhere, Instagram’s PG-13 policy update illustrates how platforms are preemptively adapting before new government rules arrive.

2. Censorship Expands — Even as Its Methods Evolve

Censorship remains pervasive but increasingly localized. India’s Central Board of Film Certification demanded one minute, 55 seconds of cuts from They Call Him OG, removing what they considered violent imagery and nudity.

In China, the horror film Together was digitally altered so that a gay couple became straight using AI. Responding to Malaysia’s stricter limits on sexual or suggestive content, censors excised a “swimming pool” scene from Chainsaw Man – The Movie.

Israel’s culture minister threatened to pull funding from the Ophir national film awards after a Palestinian-themed film about a 12-year-old boy won best picture.

3. AI and Content Creation: Between Innovation and Oversight

AI remains both catalyst and controversy. Netflix announced new internal policies limiting how AI can be used in production to protect creative rights and data ownership.

OpenAI’s decision to allow adult content on ChatGPT under “freedom of expression” principles sparked industry debate about whether platforms or creators set the moral boundaries of AI. OpenAI’s CEO Sam Altman emphasized in a statement, the company is “not the moral police.”

Meanwhile, California passed the Digital Likeness Protection Act to combat unauthorized use of celebrity images in AI-generated ads.

4. Governments Target Global Platforms

The Indonesian government is advancing a sweeping plan to filter content on Netflix, YouTube, Disney+ Hotstar, and others using audience-specific content suitability metrics.

At the same time, the U.K. and EU are reexamining long-standing broadcast rules, with Sweden’s telecom authority proposing the deregulation of domestic broadcasting to encourage competition.

These diverging approaches—tightening in one market, loosening in another—underscore the growing fragmentation of global compliance standards.

5. Compliance as Competitive Advantage

The real shift is strategic: companies now see compliance as value creation, not red tape. As Spherex has argued in recent Substack articles, The Hidden Costs of Non-Compliance in Video Content Production and Why Content Differentiation Matters More Than Ever, studios and creators who anticipate regulatory complexity and make necessary edits on their terms while remaining true to their stories can reach more markets and larger audiences with fewer risks.

In other words, understanding compliance early has become the difference between limited release and global scale.

Conclusion

From new age-verification laws to AI disclosure acts and streaming filters, regulation now defines the boundaries of creativity. The next evolution of media will belong to those who can move fastest within those boundaries—leveraging compliance not as constraint but as clarity.

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Spherex Wins MarTech Breakthrough Award for Best AI-Powered Ad Targeting Solution

The annual MarTech Breakthrough Awards are conducted by MarTech Breakthrough, a leading market intelligence organization that recognizes the world’s most innovative marketing, sales, and advertising technology companies. 

This year’s program attracted over 4,000 nominations from across the globe, with winners representing the most innovative solutions in the industry. This year’s roster includes Adobe, HubSpot, Sprout Social, Cision, ZoomInfo, Optimizely, Sitecore, and other top technology leaders, alongside in-house martech innovations from companies such as Verizon and Capital One.

At the heart of this win is SpherexAI, our multimodal platform that powers contextual ad targeting at the scene level. By analyzing video content across visual, audio, dialogue, and emotional signals, SpherexAI enables advertisers to deliver messages at the most impactful moments. Combined with our Cultural Knowledge Graph, the platform ensures campaigns resonate authentically across more than 200 countries and territories while maintaining cultural sensitivity and brand safety.

“Spherex is leveraging its expertise in video compliance to help advertisers navigate the complexities of brand safety and monetization,” Teresa Phillips, CEO of Spherex, said in a statement. “SpherexAI is the only solution that blends scene-level intelligence with deep cultural and emotional insights, giving advertisers a powerful tool to ensure strategic ad placement and engagement.”

This recognition underscores Spherex’s commitment to building the next generation of AI solutions where cultural intelligence, relevance, and brand safety define success. The award also highlights the growing importance of cultural intelligence in global advertising. As audiences consume more content across borders and devices, brands need solutions that go beyond surface-level targeting to connect meaningfully with viewers. SpherexAI provides that bridge, empowering advertisers to scale campaigns that are not only effective but also contextually relevant and culturally respectful.

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YouTube Thumbnails Can Get You in Trouble

Here’s Why Creators Should Pay Attention

When we talk about content compliance on YouTube, most people think of the video content itself — what’s said, what’s shown, and how it’s edited. But there’s another part of the video that carries serious consequences if it violates YouTube policy: the thumbnail.

Thumbnails aren’t just visual hooks — they’re promos and they’re subject to the same content policies as videos. According to YouTube’s official guidelines, thumbnails that contain nudity, sexual content, violent imagery, misleading visuals, or vulgar language can be removed, age-restricted, or lead to a strike on your channel. Repeat offenses can even result in demonetization or channel termination. That’s a steep price to pay for what some may think of as a simple promotional image.

The Hidden Risk in a Single Frame

The challenge? The thumbnail is often selected from the video itself — either manually or auto-generated from a frame. Creators under tight deadlines or managing high-volume channels may not take the time to double-check every frame. They may let the platform choose it automatically. This is where things get risky.

A few seconds of unblurred nudity, a fleeting violent scene, or a misleading expression of shock might seem harmless in motion. But when captured as a still image, those same moments can trigger YouTube’s moderation systems — or worse, violate the platform’s Community Guidelines.

Let’s say your video includes a horror scene with simulated gore. It might pass YouTube’s rules with an age restriction. But if the thumbnail zooms in on a blood-splattered face, that thumbnail could be removed, and your channel could be penalized. Even thumbnails that are simply “too suggestive” or “misleading” can get flagged.

Misleading Thumbnails: Not Just Clickbait — a Violation

Another common mistake is using a thumbnail that implies something the video doesn’t deliver — for example, suggesting nudity, shocking violence, or sexually explicit content that never appears in the video. These aren’t just bad for audience trust; they’re a clear violation of YouTube’s thumbnail policy.

Even if your content is compliant, the wrong thumbnail can cause very real problems.

The Reality for Content Creators

It’s essential to recognize that YouTube’s thumbnail policy doesn’t exist in isolation. It intersects with other rules around child safety, nudity, vulgar language, violence, and more. A thumbnail with vulgar text, even if the video is educational or satirical, may still result in age restrictions or removal. A still frame with a suggestive pose, even if brief and unintended in the video itself, can be enough to get flagged.

And for creators monetizing their work, especially across multiple markets, the risk goes beyond visibility. A flagged thumbnail can reduce ad eligibility, limit reach, or cut off monetization entirely. Worse, a pattern of violations can threaten a channel’s long-term viability.

What’s a Creator to Do?

First, you need to know how to spot the problem and then know what to do about it. Second, you need to know if the changes you make might affect its acceptance in other markets or countries. Only then can you manually scrub through your video looking for risky frames. You can review policies and try to stay up to date on the nuances of what YouTube considers “gratifying” versus “educational” or “documentary.” But doing this at scale — especially for a growing content library — is overwhelming.  

That’s where a tool like SpherexAI can help.

A Smarter Way to Stay Compliant

SpherexAI uses frame-level and scene-level analysis to flag potential compliance issues — not just in your video, but in any frame that could be selected as a thumbnail. Using its patented knowledge graph, which includes every published regulatory and platform rule, it will prepare detailed and accurate edit decision lists that tell you not only what the problem is, but also for each of your target audiences. Whether you're publishing to a single audience or distributing globally, SpherexAI checks your content against YouTube’s policies and localized cultural standards.

For creators trying to grow their brand, monetize their work, and stay in good standing with platforms, that kind of precision can mean the difference between success and a takedown notice.

Want to know if your content is at risk? Learn how SpherexAI can help you protect your channel and optimize every frame — including the thumbnail. Contact us to learn more.

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