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The AI Content Revolution: How Early Adopters Are Securing Long-Term Dominance in Digital Marketing – AInvest

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The digital marketing landscape is undergoing a seismic shift. As enterprises increasingly adopt AI-driven content creation tools, early adopters are gaining an insurmountable edge in SEO performance, marketing efficiency, and customer engagement. With the global AI content creation market projected to grow at a 29.57% CAGR through 2034, now is the time to invest in companies positioned to dominate this $300+ billion opportunity.
The adoption of AI content tools has exploded in recent years. By Q2 2025, 78% of global enterprises are using AI in at least one business function, with 71% leveraging generative AI (gen AI) specifically. The market’s value surged to $4.74 billion in 2024, and it’s on track to hit $6.14 billion by year-end. This growth isn’t confined to North America—Asia-Pacific (APAC) markets are emerging as powerhouses, with their AI content segment expected to balloon from $490 million in 2023 to $4.8 billion by 2032.
The adoption curve is starkly divided by company size. Larger enterprises ($500M+ revenue) are twice as likely to deploy AI tools as smaller businesses, with over 50% of U.S. companies with 5,000+ employees already using AI. This early-mover advantage is no accident: these firms are reaping benefits like 35% faster content production, 20% lower marketing costs, and 40% higher SEO rankings (per case studies of companies like Semrush and ContentShake).
Meanwhile, regional adoption disparities hint at untapped opportunities. While India leads globally with 59% of businesses using AI, the U.S. lags at 33%—a gap that could narrow as SMEs catch up, fueled by tools like ContentShake’s AI-powered SEO content generator and Semrush’s AI automation apps.
The ROI of AI content tools is clearest in three areas:
While only 17% of companies currently track KPIs for gen AI’s enterprise impact, the $300+ billion digital marketing services market is already tilting toward automation. The McKinsey report highlights that 92% of companies plan to boost AI investments over the next three years, signaling a long runway for growth.
The prize? Market share leadership. Firms like OpenAI (via its API partnerships) and Grammarly (with its AI-powered content suggestions) are already embedding themselves into workflows. Meanwhile, niche players like Copy.ai (acquired by Salesforce in 2023) illustrate the consolidation underway in this space.
Investors should prioritize three categories:

The companies that lead today’s AI content adoption wave will dominate tomorrow’s digital marketing economy. For investors, the path is clear: allocate capital to firms with scalable AI solutions, strong enterprise partnerships, and a focus on high-growth segments like text and music generation.
The $300+ billion market isn’t just shifting—it’s upending. Early adopters aren’t just staying ahead; they’re rewriting the rules.



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Top AI Marketing Companies (2025) – Business of Apps

Updated: July 22, 2025
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AI marketing is becoming more accessible to app owners and marketers with practical implementation tactics that help businesses increase their ROI with more creative solutions. Top AI marketing companies make this process even more simpler, creating highly targeted marketing solutions for app owners.
Technology has rapidly transformed across industries, and the digital landscape has seen great advancement and achievements in how it serves modern society. A huge part of this evolution is due to the advent of artificial intelligence (AI).
By revolutionizing the marketing ecosystem through generative AI, app marketers can leave the tedious traditional marketing practices behind. Instead, you can look forward to a new realm of automated solutions, from predictive analysis to personalizing user journeys through top AI marketing companies.
Let us dive into this exciting, new era of artificial intelligence, and how AI marketing platforms can help improve the quality of your advertising efforts as well as the overall success of your mobile app.
Artificial intelligence has been around for quite some time. Virtual assistants, like Siri or Alexa as well as Google search algorithms, and even the concept of online banking, all are the result of AI at work. AI was just not in the foreground, and these technologies were simply part of our daily activities.
When ChatGPT was introduced in November 2022, the marketing industry became curious of this new piece of creation, turning the AI phenomenon into this innovative, digital marvel. Now that machine learning is capable of significantly boosting marketing efforts, industry experts are trying to get ahead of the game to adapt their business to these new standards.
Download our  App Marketing Buyer’s Guide to learn how app marketing works, what mobile app marketers do, the best app marketing strategies, how much it costs, and, of course, the top mobile app marketing companies to hire for your app’s promotion.
 
More than an Ad Delivery Partner
More than an Ad Delivery Partner
Making cross screen easy with artificial intelligence
Making cross screen easy with artificial intelligence
CRM Journeys, Mapped by AI
CRM Journeys, Mapped by AI
Optimize your advertising campaigns using our platform
Optimize your advertising campaigns using our platform
AI marketing solutions are a powerful tool for app businesses looking to improve their marketing strategies and stay competitive. We’ve listed the best AI marketing companies below.

Pecan AI is an AI-powered predictive analytics company that helps businesses make more informed decisions. Pecan’s platform uses machine learning algorithms to analyze large volumes of data and provide insights into customer behavior, sales trends, and key business metrics.
Pecan’s solutions are customized to fit the specific needs of each business, allowing them to gain a competitive advantage in their industry. Some of the key industries that Pecan serves include eCommerce, finance, and healthcare.
Overview
Pecan AI was jointly founded by Zohar Bronfman and Noam Brezis in 2018. With deep expertise in computational psychology and data science, Zohar applied his entrepreneurial spirit to co-found Pecan, while Noam combined his extensive knowledge and skills and built on over a decade of experience in software and data consulting.
Pecan has customers in 15 countries and has raised over $117 million in venture capital.
Services
Pecan AI provides its customers with the following services:

Oolo AI is a company that provides AI-powered customer service solutions for businesses. Their technology uses natural language processing and machine learning algorithms to provide personalized recommendations for in-app purchases and subscriptions based on the user’s past behavior (and preferences).
Oolo’s approach can increase the likelihood of users making a purchase and thereby increase revenue for the app developer. Oolo AI aims to improve customer satisfaction and reduce the workload of support teams while also helping marketing and monetization teams get the most out of their time, data, ad campaigns, and inventory.
Overview
Oolo AI was founded in 2020 by Roey Yaniv and Yuval Brenerand. It was created as an answer to the everyday frustrations and inefficiencies that slow down growth and monetization troubleshooting and optimization.
Oolo has customers in 9 countries and is backed by S Capital.
Services
Oolo AI provides its customers with the following services:

Appier is an AI marketing company that provides enterprise-level solutions for businesses. Their AI-driven platform helps businesses optimize their marketing campaigns, personalize their customer experiences, and improve their overall operations.
The company offers cross-screen marketing solutions to advertisers on a worldwide basis and aims to deliver content to the right audiences at the best possible time to drive app installs.
Overview
Founded in 2012 by Chih-Han Yu, Joe Su, Su Jiayong, and Winnie Lee, Appier has quickly become a leading provider of AI technology in Asia and has expanded its services to multiple countries worldwide.
Appier serves around 1,000 global brands from offices in 14 markets, including Taipei, Kuala Lumpur, Tokyo, Osaka, and Bangkok.
Services
Appier provides its customers with the following services:

aix is a Japanese company that focuses on providing marketing solutions using the power of big data and AI. They specialize in digital marketing and promotion in Japan (as well as worldwide) and emphasize the use of high-quality data sets. Their approach to marketing is informed by AI, which allows them to analyze data and optimize ad targeting for maximum effectiveness.
aix provides everything from research and consulting to performance marketing and ASO. Their big data-based ASO analysis platform, available for the App Store and Google Play, caters to the English, Korean, and Japanese language markets.
Overview
aix was founded in 2020 by David Min and Minki Lee. Min has over 20 years of experience in global marketing, while Lee has led AAA games’ marketing projects at ENP Games and Pearl Abyss.
The company has over 15 global partners and has worked with clients including NordVPN, Naver, and Gree.
Services
aix provides its customers with the following services:

Lemon AI is a company that provides AI-powered customer relationship management (CRM) solutions for businesses. The platform uses natural language processing (known as NLP) and machine learning algorithms to help businesses automate their customer service and provide personalized experiences to customers.
Lemon AI’s advertising focuses on increased efficiency and improved customer satisfaction. The platform is able to integrate with existing business systems and provide real-time insights into customer behavior and preferences. The platform was designed to help brands improve their ad spend efficiency on Google Ads and Meta Ads.
Overview
Lemon AI was founded in 2017 by Andrey Bluemental and is headquartered in San Francisco, California.
Lemon AI provides its solutions to a variety of industries, including finance, healthcare, retail, and telecommunications. Clients include Fortune 500 companies, startups, and mid-sized businesses.
The company’s mission is to help brands build stronger relationships with their customers by providing innovative, AI-powered CRM solutions.
Services
Lemon AI provides its customers with the following services:
Coupling the two, AI and marketing, describes the use of artificial intelligence technologies to generate marketing data, and to automate data collection and analysis to improve marketing efforts faster.
Enhancing campaigns through automation, using AI marketing typically include the following practices:
AI services help app owners engage with their target audience more effectively, and encourages marketers to drive more traffic and boost conversions by keeping up with today’s evolving technology.
When it comes to AI in the mobile marketing industry, however, common practices are a bit more niche, and are subject to the type of mobile app you have. Typical AI-powered tools automate complex tasks through predictive features and intelligent generated results.
To get a better idea of how AI particularly operates, and in what ways AI is being integrating into mobile marketing, here are its different types:
App Store Optimization (ASO) as we know it, helps app marketers and owners to make their mobile app stand out from the crowd in app stores. Optimization strategies are implemented with the goal to enhance visibility and app presence in the market.
With AI in the picture, marketers are able to create highly targeted campaigns, attracting users on a much wider scale, and maximizing profit significantly.
How do AI marketing services do this? Through automation, precision and personalization.
The main elements that belong to App Store Optimization are the following:
Titles, descriptions, captions, CTAs, and not to mention, mobile app icons and graphics, are all elements of your app store profile that need to be optimized for target users. And artificial intelligence can be a useful tool to help generate visual and textual content faster and more accurately.
We are not suggesting you copy and paste catchy app descriptions from ChatGPT, but you can use AI marketing tools to generate example copies and use these results as inspiration. You can then tweak and adapt them according to your app’s guidelines and conditions of exclusivity.
Taking advantage of AI services for the ideation stage of your ASO campaign will not only save you a lot of time and energy, but will also give you samples of the current technology. Your app store profile will therefore be up to date with the ever-evolving digital landscape.
Attracting and retaining users with high-intent is key to a successful mobile app. And by exploring the realm of artificial intelligence, and implementing AI-driven practices can really help your customer acquisition efforts reach a new level of success.
Through AI marketing tools, marketers can steer away from the common barriers, like having very limited insight into and access to user information and performance data. Instead, they can get transparent analytics data, for example. This will allow them to deliver targeted content that will acquire more users, and convert them into as well as keep them as loyal customers.
In essence, UA specialists can leverage AI-powered services for the following crucial components of customer acquisition:
From AI-powered ad automation tools to machine learning algorithms to create personalized messages and user personas, it is time to embrace what was once considered “boring AI”.
The ultimate goal with launching a mobile app is providing services to users who will need them. So, using AI to help generate prototypes for banner ads, or copy examples for push notifications to deliver hyper-targeted results will certainly boost user acquisition efforts.
AI-powered marketing companies use AI to analyze and interpret large volumes of data, enabling app marketers to make more informed decisions and target their audience effectively.
AI can automate various marketing tasks, like lead generation and app segmentation, saving marketers both time and resources. AI can also help to improve the customer experience by personalizing interactions with users and predicting their needs.
Creativity does not come easy, and when you are wrapped in all of the other aspects of your mobile app business, it makes it all the more difficult. And creativity plays a huge role in order to build a successful marketing campaign.
Thankfully, we can put this job in the hands of AI, which will combine algorithms and creativity to deliver engaging content that will keep conversions up.
Did you know that 54.5% of marketers expect a significant improvement in their marketing efforts through AI? Or that AI marketing tools will surpass $107.5 billion by 2023?
It is because even the digital platform giants, Meta and Amazon, are strategically integrating generative AI solutions in their services to Marketers.
So, the real question is, why should you not use AI marketing companies for your mobile app?
If you would like a little more convincing, let us dive into the main benefits of working with a top AI marketing company that will effortlessly merge art and computer science to connect with your target audiences.
By now we understand that implementing AI marketing services can save a lot of time when it comes to generating the creative elements of your campaign. Within minutes, if not seconds, marketers can use automated services to deliver personalized experiences.
You can also easily achieve cost efficiency with AI too. Perhaps hiring an AI marketing company seems costly at first. However, you will have access to a range of AI tools that will help you to overcome obstacles that may create even higher costs to repair in the future.
These AI services will allow you to minimize room for error, and optimize budget allocation with marketing efforts that will most likely succeed, through the power of machine learning algorithms.
Optimization should never be a one-time thing, especially not in mobile marketing. And thanks to AI marketing companies, you will not need to worry about constantly upgrading and manually optimizing your strategies that adapt to contemporary market trends.
Automation and continuous A/B testing are part of the AI entity. It will take care of re-analyzing and redesigning strategies to keep in-app messages engaging and the timing of push notifications accurate as well as keep track of target users’ preferences.
The efficient, automated process of constant optimization will lead to consistent improvements, and, therefore, higher ROIs.
AI marketing companies use, you guessed it, artificial intelligence, including machine learning and analytics and automation tools, to create more effective marketing solutions. By leveraging AI, they are able to conduct accurate market research, and better understand target audiences to make more data-driven enhancements to campaigns.
Companies and agencies that specialize in the emerging realm of AI use several, top-level processes to create an optimized campaign that maximizes the success of your mobile app.
Here are some of the features and services that top AI marketing companies offer to take your marketing efforts to the next level.
Sending personalized messages is a productive way to build lasting trust with your customers. And not only should the messages include their first names or their latest orders, but also recommend similar products or services and include conversational phrases as well as emojis to speak to users on a more personal level.
AI marketing companies use special machine learning algorithms to create a personalized user experience and marketing campaign that allows app owners to take a more targeted approach to reach their users.
With the description being in the term, AI marketing companies automate marketing activities to do the heavy lifting for you. This means your marketing campaign to-do list, which could include copywriting, design work or marketing distribution, will be worked through by industry professionals so that you can focus on other aspects of your mobile app.
Another common practice that AI marketing platforms use is predictive analysis. It is an AI marketing trend that allows you to get a great insight of your customers’ behaviors.
AI marketing companies will conduct an analysis of your target groups using AI technologies, and give you predictions of their preferences and behaviors. They will then create a tailored marketing campaign based on these predictions.
Along with these processes, including data analysis and other AI-powered tools, AI marketing companies can make data-driven decisions on how to market your mobile app along with its services and products.
App owners can save a significant amount of time and budget that they would otherwise spend on traditional marketing methods.
When looking for the top AI marketing company to work with that uses advanced, innovative technologies, make sure to analyze the companies’ previous work beforehand.
Reading reviews and testimonials as well as case studies of AI companies and agencies can give you a better understanding of if they align with your business objectives. And the top AI marketing companies we present to you in our directory below promise to maximize your app’s potential in becoming the go-to platform in the app store.
With artificial intelligence shaping the future of the marketing space, let us embrace this ever-so evolving technology, and combine AI-powered tools with human creativity.
Leverage the benefits of AI and be always one step ahead of your competitors by working with top AI marketing companies in order to stand out in the competitive market.
More than an Ad Delivery Partner
More than an Ad Delivery Partner
Making cross screen easy with artificial intelligence
Making cross screen easy with artificial intelligence
CRM Journeys, Mapped by AI
CRM Journeys, Mapped by AI
Optimize your advertising campaigns using our platform
Optimize your advertising campaigns using our platform
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Local Marketing Plus SEO Expands Service Industry Solutions – GlobeNewswire

 | Source: Local Marketing Plus SEO Local Marketing Plus SEO
Kelowna, Aug. 01, 2025 (GLOBE NEWSWIRE) — Local Marketing Plus SEO, a digital marketing agency specializing in boosting the online presence of diverse businesses, is excited to announce the expansion of its services for trades and service industries. This move underscores the company’s dedication to offering customized solutions for businesses such as plumbers, electricians, renovation companies, and auto repair shops across the USA and Canada.
With this expansion, the agency brings a full range of digital marketing services tailored to elevate the visibility of trades and service companies online. At the heart of these services is a refined SEO strategy that uses industry-specific insights to improve search engine rankings and increase organic website traffic. By using strategic keywords and optimizing digital positioning, Local Marketing Plus SEO helps its clients maintain a robust digital presence.
Local Marketing Plus SEO
Website design plays a significant role in the company’s offerings, with packages ranging from bronze to platinum to fit various budgets. Each package ensures essential features like responsiveness and optimization, helping client websites look professional and work seamlessly on all devices. This approach not only enhances the user experience but also helps retain visitors. To learn more about their website design services, visit the Local Marketing Plus SEO website.
“We understand the particular challenges trades and service industries face in establishing a powerful online presence,” says Jo Ann McLellan, CEO of Local Marketing Plus SEO. “Our objective is to empower these businesses with tools and strategies to stand out in a crowded digital market.”
The agency is also expanding its AI virtual assistant offerings. Recognizing the need for automation in customer interactions, this service enhances scheduling, customer support, and lead conversion. As a result, businesses can manage daily operations more efficiently while boosting customer service standards. Information about the AI virtual assistant services is available on their site.
In addition, Local Marketing Plus SEO provides Google Services, including the setup and optimization of Google My Business pages. This service is vital for ensuring businesses are prominently displayed in local searches, helping attract more nearby customers. Reputation management is another key service, assisting businesses in managing customer reviews and maintaining a positive online image.
Jo Ann McLellan adds, “Trades and service businesses have been a priority for us for years, and this expansion reaffirms our commitment to that sector. We’ve witnessed the positive impact of our strategies on our clients’ ability to grow and sustain their operations, and we’re thrilled to offer even more value with this initiative.”
Local Marketing Plus SEO maintains an active social media presence, sharing insights and updates on its official LinkedIn page. Those interested can visit their website to learn more about the services available to improve their digital marketing strategies and online presence. For updates and more engagement, businesses can also follow Local Marketing Plus SEO’s official LinkedIn page.
By customizing its services to fit the unique needs of each client, Local Marketing Plus SEO remains a trusted partner for businesses looking to enhance their digital marketing efforts. The company’s focus on staying ahead of industry trends while delivering effective strategies has cemented its reputation in the digital marketing field.
https://youtu.be/-q7xPWCL1T0?si=IRttyWKbK5hdxWg4
Businesses hoping to boost their online engagement and expand their customer reach are encouraged to explore what Local Marketing Plus SEO offers. Visit https://localmarketingplus.ca/ or connect with their knowledgeable team for more details.
###
For more information about Local Marketing Plus SEO, contact the company here:

Local Marketing Plus SEO
Jo Ann McLellan
1-800-330-5883
info@localmarketingplus.ca
Address: 347 Leon Ave #210, Kelowna, BC V1Y 8C7

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Go Fish Digital Unveils Unified Brand Identity and Barracuda AI Suite to Power Next-Gen Performance Marketing – Bergen Record

Go Fish Digital Unveils Unified Brand Identity and Barracuda AI Suite to Power Next-Gen Performance Marketing  Bergen Record
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Local Marketing Plus SEO Expands Service Industry Solutions with Advanced SEO and Website Design in USA & Canada – The Manila Times

Kelowna, Aug. 01, 2025 (GLOBE NEWSWIRE) — Local Marketing Plus SEO, a digital marketing agency specializing in boosting the online presence of diverse businesses, is excited to announce the expansion of its services for trades and service industries. This move underscores the company's dedication to offering customized solutions for businesses such as plumbers, electricians, renovation companies, and auto repair shops across the USA and Canada.
With this expansion, the agency brings a full range of digital marketing services tailored to elevate the visibility of trades and service companies online. At the heart of these services is a refined SEO strategy that uses industry-specific insights to improve search engine rankings and increase organic website traffic. By using strategic keywords and optimizing digital positioning, Local Marketing Plus SEO helps its clients maintain a robust digital presence.

Website design plays a significant role in the company's offerings, with packages ranging from bronze to platinum to fit various budgets. Each package ensures essential features like responsiveness and optimization, helping client websites look professional and work seamlessly on all devices. This approach not only enhances the user experience but also helps retain visitors. To learn more about their website design services, visit the Local Marketing Plus SEO website.
“We understand the particular challenges trades and service industries face in establishing a powerful online presence,” says Jo Ann McLellan, CEO of Local Marketing Plus SEO. “Our objective is to empower these businesses with tools and strategies to stand out in a crowded digital market.”
The agency is also expanding its AI virtual assistant offerings. Recognizing the need for automation in customer interactions, this service enhances scheduling, customer support, and lead conversion. As a result, businesses can manage daily operations more efficiently while boosting customer service standards. Information about the AI virtual assistant services is available on their site.
In addition, Local Marketing Plus SEO provides Google Services, including the setup and optimization of Google My Business pages. This service is vital for ensuring businesses are prominently displayed in local searches, helping attract more nearby customers. Reputation management is another key service, assisting businesses in managing customer reviews and maintaining a positive online image.
Jo Ann McLellan adds, “Trades and service businesses have been a priority for us for years, and this expansion reaffirms our commitment to that sector. We've witnessed the positive impact of our strategies on our clients' ability to grow and sustain their operations, and we're thrilled to offer even more value with this initiative.”
Local Marketing Plus SEO maintains an active social media presence, sharing insights and updates on its official LinkedIn page. Those interested can visit their website to learn more about the services available to improve their digital marketing strategies and online presence. For updates and more engagement, businesses can also follow Local Marketing Plus SEO's official LinkedIn page.
By customizing its services to fit the unique needs of each client, Local Marketing Plus SEO remains a trusted partner for businesses looking to enhance their digital marketing efforts. The company's focus on staying ahead of industry trends while delivering effective strategies has cemented its reputation in the digital marketing field.
https://youtu.be/-q7xPWCL1T0?si=IRttyWKbK5hdxWg4
Businesses hoping to boost their online engagement and expand their customer reach are encouraged to explore what Local Marketing Plus SEO offers. Visit https://localmarketingplus.ca/ or connect with their knowledgeable team for more details.
###
For more information about Local Marketing Plus SEO, contact the company here:

Local Marketing Plus SEO
Jo Ann McLellan
1-800-330-5883
[email protected]
Address: 347 Leon Ave #210, Kelowna, BC V1Y 8C7
CONTACT: Jo Ann McLellan

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Build a scalable AI video generator using Amazon SageMaker AI and CogVideoX | Amazon Web Services – Amazon Web Services


AWS Blogs
In recent years, the rapid advancement of artificial intelligence and machine learning (AI/ML) technologies has revolutionized various aspects of digital content creation. One particularly exciting development is the emergence of video generation capabilities, which offer unprecedented opportunities for companies across diverse industries. This technology allows for the creation of short video clips that can be seamlessly combined to produce longer, more complex videos. The potential applications of this innovation are vast and far-reaching, promising to transform how businesses communicate, market, and engage with their audiences. Video generation technology presents a myriad of use cases for companies looking to enhance their visual content strategies. For instance, ecommerce businesses can use this technology to create dynamic product demonstrations, showcasing items from multiple angles and in various contexts without the need for extensive physical photoshoots. In the realm of education and training, organizations can generate instructional videos tailored to specific learning objectives, quickly updating content as needed without re-filming entire sequences. Marketing teams can craft personalized video advertisements at scale, targeting different demographics with customized messaging and visuals. Furthermore, the entertainment industry stands to benefit greatly, with the ability to rapidly prototype scenes, visualize concepts, and even assist in the creation of animated content. The flexibility offered by combining these generated clips into longer videos opens up even more possibilities. Companies can create modular content that can be quickly rearranged and repurposed for different displays, audiences, or campaigns. This adaptability not only saves time and resources, but also allows for more agile and responsive content strategies. As we delve deeper into the potential of video generation technology, it becomes clear that its value extends far beyond mere convenience, offering a transformative tool that can drive innovation, efficiency, and engagement across the corporate landscape.
In this post, we explore how to implement a robust AWS-based solution for video generation that uses the CogVideoX model and Amazon SageMaker AI.
Our architecture delivers a highly scalable and secure video generation solution using AWS managed services. The data management layer implements three purpose-specific Amazon Simple Storage Service (Amazon S3) buckets—for input videos, processed outputs, and access logging—each configured with appropriate encryption and lifecycle policies to support data security throughout its lifecycle.
For compute resources, we use AWS Fargate for Amazon Elastic Container Service (Amazon ECS) to host the Streamlit web application, providing serverless container management with automatic scaling capabilities. Traffic is efficiently distributed through an Application Load Balancer. The AI processing pipeline uses SageMaker AI processing jobs to handle video generation tasks, decoupling intensive computation from the web interface for cost optimization and enhanced maintainability. User prompts are refined through Amazon Bedrock, which feeds into the CogVideoX-5b model for high-quality video generation, creating an end-to-end solution that balances performance, security, and cost-efficiency.
The following diagram illustrates the solution architecture.
Solution Architecture
CogVideoX is an open source, state-of-the-art text-to-video generation model capable of producing 10-second continuous videos at 16 frames per second with a resolution of 768×1360 pixels. The model effectively translates text prompts into coherent video narratives, addressing common limitations in previous video generation systems.
The model uses three key innovations:
CogVideoX also benefits from an effective text-to-video data processing pipeline with various preprocessing strategies and a specialized video captioning method, contributing to higher generation quality and better semantic alignment. The model’s weights are publicly available, making it accessible for implementation in various business applications, such as product demonstrations and marketing content. The following diagram shows the architecture of the model.
Model Architecture
To improve the quality of video generation, the solution provides an option to enhance user-provided prompts. This is done by instructing a large language model (LLM), in this case Anthropic’s Claude, to take a user’s initial prompt and expand upon it with additional details, creating a more comprehensive description for video creation. The prompt consists of three parts:
By adding more descriptive elements to the original prompt, this system aims to provide richer, more detailed instructions to video generation models, potentially resulting in more accurate and visually appealing video outputs. We use the following prompt template for this solution:
Before you deploy the solution, make sure you have the following prerequisites:
This solution has been tested in the us-east-1 AWS Region. Complete the following steps to deploy:
To access the Streamlit UI, choose the link for StreamlitURL in the AWS CDK output logs after deployment is successful. The following screenshot shows the Streamlit UI accessible through the URL.
User interface screenshot
Complete the following steps to generate a video:
The following is the output from the simple prompt “A bee on a flower.”

For higher-quality results, complete the following steps:
When processing is complete, your video will appear on the page with a download option.The following is an example of an enhanced prompt and output:
If you want to include an image with your text prompt, complete the following steps:
The following is an example of the previous enhanced prompt with an included image.


To view more samples, check out the CogVideoX gallery.
To avoid incurring ongoing charges, clean up the resources you created as part of this post:
cdk destroy
Although our current architecture serves as an effective proof of concept, several enhancements are recommended for a production environment. Considerations include implementing an API Gateway with AWS Lambda backed REST endpoints for improved interface and authentication, introducing a queue-based architecture using Amazon Simple Queue Service (Amazon SQS) for better job management and reliability, and enhancing error handling and monitoring capabilities.
Video generation technology has emerged as a transformative force in digital content creation, as demonstrated by our comprehensive AWS-based solution using the CogVideoX model. By combining powerful AWS services like Fargate, SageMaker, and Amazon Bedrock with an innovative prompt enhancement system, we’ve created a scalable and secure pipeline capable of producing high-quality video clips. The architecture’s ability to handle both text-to-video and image-to-video generation, coupled with its user-friendly Streamlit interface, makes it an invaluable tool for businesses across sectors—from ecommerce product demonstrations to personalized marketing campaigns. As showcased in our sample videos, the technology delivers impressive results that open new avenues for creative expression and efficient content production at scale. This solution represents not just a technological advancement, but a glimpse into the future of visual storytelling and digital communication.
To learn more about CogVideoX, refer to CogVideoX on Hugging Face. Try out the solution for yourself, and share your feedback in the comments.
Nick Biso is a Machine Learning Engineer at AWS Professional Services. He solves complex organizational and technical challenges using data science and engineering. In addition, he builds and deploys AI/ML models on the AWS Cloud. His passion extends to his proclivity for travel and diverse cultural experiences.
Natasha Tchir is a Cloud Consultant at the Generative AI Innovation Center, specializing in machine learning. With a strong background in ML, she now focuses on the development of generative AI proof-of-concept solutions, driving innovation and applied research within the GenAIIC.
Katherine Feng is a Cloud Consultant at AWS Professional Services within the Data and ML team. She has extensive experience building full-stack applications for AI/ML use cases and LLM-driven solutions.
Jinzhao Feng is a Machine Learning Engineer at AWS Professional Services. He focuses on architecting and implementing large-scale generative AI and classic ML pipeline solutions. He is specialized in FMOps, LLMOps, and distributed training.
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YouTube Set to Crack Down on “AI Slop” with Monetization Policy Update – CineD

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YouTube is preparing a significant policy update aimed at tackling the flood of low-quality, AI-generated “mass-produced” videos on its platform. Starting July 15, 2025, the YouTube Partner Program (YPP) will enforce stricter guidelines, requiring content to be “significantly original and authentic” to remain eligible for monetization.
For creators relying on AI tools to generate content at scale, this change marks a clear signal: YouTube is taking steps to protect its ecosystem from what has been described across the industry as “AI slop” – low-quality, repetitive, and spam-like videos that have proliferated with the rise of generative AI tools.
While YouTube has always required “original and authentic” content for monetization, the new policy aims to better define what counts as “inauthentic” in the age of easily accessible AI. According to Rene Ritchie, YouTube’s Head of Editorial & Creator Liaison, the update is a “minor clarification” rather than a sweeping overhaul, but it will help the platform better identify mass-produced or repetitive content that fails to add human value.
Examples of the type of content at risk of demonetization include videos composed solely of text-to-video AI clips, stolen or recycled footage, automated voiceovers over stock images, and channels posting large quantities of low-effort AI-generated material.
The updated policy comes amid growing concern over AI-generated spam flooding YouTube and other platforms. As generative AI tools like Google Veo 3 make it easy to produce video content with minimal human input, the platform faces challenges in maintaining the visibility of higher-quality, human-created content.
Instances of fully AI-generated true crime series going viral, deepfake scams using the likeness of public figures, and fake AI-generated news videos drawing millions of views have underscored the need for clearer guidelines to prevent misuse of monetization systems.
Not necessarily. YouTube clarified that AI-assisted content can still be monetized if it is unique, significantly transformed, and provides added human value. The policy aims to filter out spam and low-quality repetitions, not to ban creators from using AI as a tool within their workflow, provided the final product meets YouTube’s originality standards.
While the exact language of the policy update has yet to be released, creators should evaluate their workflows if they rely heavily on automated content generation. Channels posting large volumes of AI-generated content without substantial human curation or transformation may see monetization revoked under the updated YPP guidelines.
In short: the update does not ban the use of AI but enforces that authentic, human-led creativity remains central to monetizable content on YouTube.
For filmmakers using YouTube as part of their distribution, marketing, or community-building strategy, this policy shift is unlikely to affect high-quality, original work. However, it serves as a reminder that even AI-assisted workflows – such as using generative tools for B-roll variations, script ideation, or quick captions – must result in content that is uniquely your own. If you’re experimenting with AI-generated explainer clips, stock replacements, or news updates for your channel, ensure that your voice, perspective, and editorial oversight shape the final product. YouTube’s updated enforcement is a clear signal that the platform intends to safeguard content that demonstrates human intention and craftsmanship – aligning with the standards most of us already uphold. I think it‘s a long overdue step in the right direction!
What do you think about YouTube’s move to curb AI-generated spam? Is this a necessary step to protect human creativity on the platform, or could it hamper creators who responsibly use AI in their workflows? Let us know in the comments below.


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Nino Leitner, AAC is Co-CEO of CineD and MZed. He co-owns CineD (alongside Johnnie Behiri), through his company Nino Film GmbH. Nino is a cinematographer and producer, well-traveled around the world for his productions and filmmaking workshops. He specializes in shooting documentaries and commercials, and at times a narrative piece. Nino is a studied Master of Arts. He lives with his wife and two sons in Vienna, Austria.
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