# AI Agents in OTT Operations: How Agentic AI Is Changing Streaming in IBC 2026 > Source: https://blog.flicknexs.com/ai-agents-in-ott-operations/ > Published: 2026-09-11 · Author: Suresh Nathanael > AI in streaming is moving beyond content generation. The next shift is toward AI that can help operate an OTT business. Quick answer: Agentic AI in OTT means AI that coordinates multi-step workflows, not single-task features. Flicknexs applies this through dedicated Sales and Support AI agents that qualify leads, answer routine support questions, and route […] --- **AI in streaming is moving beyond content generation. The next shift is toward AI that can help operate an OTT business.** **Quick answer:** Agentic AI in OTT means AI that coordinates multi-step workflows, not single-task features. Flicknexs applies this through dedicated Sales and Support AI agents that qualify leads, answer routine support questions, and route sensitive actions (publishing, payments, customer communications) to a human for approval. Around IBC 2026, that shift became increasingly visible across the streaming industry. Vendors were demonstrating AI for discovery, personalization, localization, advertising, analytics and workflow automation rather than limiting AI to isolated features. For OTT operators, the question is changing. It is no longer simply: **“Does this platform have AI?”** The more useful question is: **“What can the AI actually help my team do?”** Flicknexs is taking a similar approach with its [white-label OTT platform](https://flicknexs.com/white-label-ott-platform), including dedicated **Sales and Support AI agents** designed to assist with customer-facing workflows and platform operations. Table of Contents Toggle - [Key Takeaways](#Key_Takeaways) - [What Is an AI Agent in OTT?](#What_Is_an_AI_Agent_in_OTT) - [What IBC 2026 Revealed About AI in OTT](#What_IBC_2026_Revealed_About_AI_in_OTT) - [How the Major OTT AI Vendors Compare at IBC 2026](#How_the_Major_OTT_AI_Vendors_Compare_at_IBC_2026) - [How Flicknexs Is Applying Agentic AI](#How_Flicknexs_Is_Applying_Agentic_AI) [1. Flicknexs Sales Agent](#1_Flicknexs_Sales_Agent) - [2. Flicknexs Support Agent](#2_Flicknexs_Support_Agent) - [Using WhatsApp as an OTT Operations Interface](#Using_WhatsApp_as_an_OTT_Operations_Interface) [Start](#Start) - [Run](#Run) - [Manage](#Manage) - [AI Agent vs AI Feature](#AI_Agent_vs_AI_Feature) [AI Feature](#AI_Feature) - [AI Agent](#AI_Agent) - [Where AI Agents Can Help an OTT Business](#Where_AI_Agents_Can_Help_an_OTT_Business) [1. Content Operations](#1_Content_Operations) - [2. Customer Support](#2_Customer_Support) - [3. Sales Qualification](#3_Sales_Qualification) - [4. Content Discovery](#4_Content_Discovery) - [5. Analytics-to-Action](#5_Analytics-to-Action) - [6. Metadata Management](#6_Metadata_Management) - [7. Marketing Operations](#7_Marketing_Operations) - [AI Localization Is Becoming Part of the Streaming Stack](#AI_Localization_Is_Becoming_Part_of_the_Streaming_Stack) - [AI and OTT Monetization](#AI_and_OTT_Monetization) - [Agentic AI Should Still Keep Humans in Control](#Agentic_AI_Should_Still_Keep_Humans_in_Control) [Level 1: Assist](#Level_1_Assist) - [Level 2: Approve](#Level_2_Approve) - [Level 3: Automate](#Level_3_Automate) - [Level 4: Orchestrate](#Level_4_Orchestrate) - [What This Means for OTT Platform Architecture](#What_This_Means_for_OTT_Platform_Architecture) - [What OTT Buyers Should Ask About AI](#What_OTT_Buyers_Should_Ask_About_AI) [What can the AI access?](#What_can_the_AI_access) - [What can it actually do?](#What_can_it_actually_do) - [Which actions require approval?](#Which_actions_require_approval) - [Can actions be audited?](#Can_actions_be_audited) - [How is customer data protected?](#How_is_customer_data_protected) - [Is it an agent or simply a chatbot?](#Is_it_an_agent_or_simply_a_chatbot) - [The Future of OTT Operations](#The_Future_of_OTT_Operations) [How Flicknexs Is Approaching Agentic OTT](#How_Flicknexs_Is_Approaching_Agentic_OTT) [Ready to see it in action?](#Ready_to_see_it_in_action) - [Final Takeaway](#Final_Takeaway) - [FAQ](#FAQ) - [Sources](#Sources) ## Key Takeaways - AI in OTT is moving from individual features toward broader operational workflows. - IBC 2026 highlighted growing interest in AI-powered discovery, personalization, localization, advertising and automation. - AI agents differ from conventional AI features because they can coordinate multiple steps within a workflow. - Flicknexs offers dedicated **Sales and Support AI agents** rather than relying on a single general-purpose chatbot. - Flicknexs is developing an agentic layer that connects conversational interactions with OTT business workflows. - WhatsApp can act as a conversational interface for initiating and managing supported OTT workflows. - Human approval remains important for sensitive operations such as publishing, payments and customer-facing communications. - For OTT buyers, the important question is not whether a vendor uses AI, but what the AI can access, what actions it can perform and how those actions are controlled. ## What Is an AI Agent in OTT? A conventional AI feature usually performs one defined task. For example: **“Generate a description for this movie.”** An AI agent is designed to work across several steps. For example: **“Prepare this movie for launch.”** That request could involve: - Checking the title information - Preparing metadata - Identifying missing fields - Preparing descriptions - Checking available language versions - Preparing artwork requirements - Assigning publishing tasks - Preparing promotional activities - Checking analytics configuration - Requesting human approval where required The difference is **workflow orchestration**. An AI feature helps with a particular task. An AI agent can help coordinate a sequence of tasks toward a defined outcome. ![AI Agent vs AI Feature](https://blog.flicknexs.com/wp-content/uploads/2026/09/image.png) That distinction is becoming increasingly important as OTT businesses manage larger content libraries, more devices, more languages and more complex monetization models. ## What IBC 2026 Revealed About AI in OTT IBC 2026 provided a useful snapshot of where the streaming technology market is heading. AI was being applied across multiple parts of the media workflow, including **content discovery, personalization, advertising, localization, analytics and operational automation**. IBC’s Content Everywhere ecosystem brought together a large group of companies working across digital video and streaming, while AI and machine learning were also prominent areas of the event. Several vendor announcements illustrated this broader movement. [Setplex](https://www.ibc.org/artificial-intelligence/news/setplex-taps-into-the-potential-of-ai-for-streamers/22794), for example, focused heavily on the problem of **content discovery**, arguing that having large libraries is not enough if viewers cannot easily find relevant content. [Kaltura](https://www.globenewswire.com/news-release/2026/09/07/3357094/0/en/kaltura-to-showcase-ai-powered-media-and-telecom-innovations-at-ibc-2026-spanning-customer-care-avatars-sports-discovery-and-personalized-streaming-experiences.html) demonstrated AI applications spanning discovery, recommendations, support, personalization and monetization. [Brightcove](https://www.brightcove.com/blog/brightcove-gen-2) introduced an AI Agentic Hub, bundled inside a Gen 2 release with more than 22 new enhancements ([Brightcove, 2026](https://www.brightcove.com/blog/brightcove-gen-2)), focused on coordinating AI actions across content, metadata, insights and workflows. Meanwhile, [CAMB.AI](https://www.tvtechnology.com/platform/broadcast/camb-ai-unveils-multilingual-broadcasting-agent-powered-by-nvidia-at-ibc2026) demonstrated real-time AI dubbing and subtitling across more than 150 languages ([TV Tech, 2026](https://www.tvtechnology.com/platform/broadcast/camb-ai-unveils-multilingual-broadcasting-agent-powered-by-nvidia-at-ibc2026)), showing how localization is becoming increasingly integrated with streaming infrastructure. The broader message is clear: AI is becoming part of the operational layer of streaming platforms. ## How the Major OTT AI Vendors Compare at IBC 2026 Each vendor is entering the “agentic” conversation from a different starting point. Reading their announcements side by side shows where the real product depth is versus where it is still a booth demo. **Vendor** | **Primary AI focus at IBC 2026** | **Depth signal** | Flicknexs | Dedicated Sales and Support AI agents for customer-facing OTT workflows | Narrower scope by design, two named agents with a defined approval boundary rather than one general platform-wide agent | Setplex (Zapflex) | AI-powered content discovery + super aggregation across operator and third-party libraries | Search engine already shipped; discovery is the stated wedge, not a side feature | Kaltura | Customer-care avatars, sports discovery, personalized monetization across its Cloud TV platform | Broadest surface area; positions itself as an “Agentic Digital Experience” company | Brightcove | AI Agentic Hub, define an outcome and agents coordinate the actions across the platform | Already live in production for select customers ahead of the public IBC debut | CAMB.AI | Real-time multilingual dubbing and subtitling agent across 150+ languages | Deployed at scale with live sports and news partners, not just a demo | The pattern across all five: nobody is shipping a single do-everything AI. Each vendor picked a lane and is going deep there first. For OTT buyers, that means evaluating a vendor’s AI claim against that specific lane, not against the industry buzzword as a whole. ## How Flicknexs Is Applying Agentic AI Flicknexs is approaching agentic AI through dedicated workflows rather than treating AI as a single chatbot. The current focus includes two customer-facing agents: ### 1. Flicknexs Sales Agent The Sales Agent is designed to help qualify incoming OTT inquiries and move prospects toward the appropriate next step. For example, a prospect may ask: “I want to launch a [sports streaming platform](https://flicknexs.com/sports-ott-platform).” Instead of simply returning a generic response, a sales workflow can collect relevant information such as: - Type of sports content - Target countries - Live or VOD requirements - Subscription or advertising model - Target devices - Expected audience size - Platform requirements The objective is to turn an initial conversation into structured sales information that can be routed into the next stage of the sales process. ### 2. Flicknexs Support Agent The Support Agent focuses on recurring customer questions and support workflows. Typical questions may include: - How do I subscribe? - Where can I watch this content? - Why isn’t my video playing? - How do I change my plan? - Where can I find a particular program? - What devices are supported? The agent can handle routine questions and route issues requiring human intervention to the appropriate support process. This is particularly useful for OTT businesses where support volume increases as subscriber and content numbers grow. ## Using WhatsApp as an OTT Operations Interface One of the more practical applications of Flicknexs’ agentic approach is using **WhatsApp as a conversational interface for supported OTT workflows**. Instead of requiring an operator to constantly move between dashboards, an agent can provide a conversational way to initiate tasks, check information and manage supported workflows. The concept can be divided into three areas: ### Start Initiate workflows and tasks through conversation. ### Run Assist with recurring operational activities involving content, metadata, support and sales. ### Manage Check status, route opportunities and handle actions that require operator involvement or approval. This creates a bridge between conversation, AI agent, OTT platform and business workflow. The important part is not WhatsApp itself. The important part is the connection between the conversational interface and the underlying OTT systems. ## AI Agent vs AI Feature These terms are often used interchangeably, but there is an important difference. ### AI Feature **“Generate a video description.”** The system performs one task. ### AI Agent **“Prepare this video for publishing.”** The system needs to understand what is required, identify missing information and potentially coordinate several actions. For example: - Identify the content. - Check the metadata. - Identify missing information. - Check language versions. - Determine the publishing destination. - Identify required approval. - Complete approved actions. - Report the result. The value comes from connecting these steps. That is why **workflow orchestration** is becoming a more important concept in OTT AI. ## Where AI Agents Can Help an OTT Business Agentic AI can potentially assist across several areas of an OTT operation. ### 1. Content Operations OTT platforms often manage thousands of videos. AI can assist with: - Metadata preparation - Content classification - Genre suggestions - Descriptions - Duplicate detection - Missing fields - Content organization The objective is to reduce repetitive manual work while keeping operators involved where necessary. ### 2. Customer Support Support agents can handle recurring questions related to: - Subscriptions - Playback - Plans - Content discovery - Account information - Device access More complex issues can be escalated to human support teams. ### 3. Sales Qualification AI can help turn unstructured inquiries into useful sales information. For example: a visitor message leads to qualification questions, which produce structured requirements, which get routed to sales. This can reduce the amount of repetitive qualification work performed manually. ### 4. Content Discovery Discovery is becoming increasingly important as OTT libraries grow. AI can help viewers search using natural language rather than relying only on exact keywords. For example: “Find me a 90-minute action movie.” or: “Show me family-friendly Tamil content.” AI-powered search and recommendation systems can combine content metadata with viewing behavior and other available signals to improve how viewers find content. The broader industry focus on discovery at IBC 2026 reinforces the importance of this area. ### 5. Analytics-to-Action Traditional analytics might tell an operator that episode completion has declined. An AI-assisted workflow can go further by: - Identifying the affected content - Summarizing the change - Comparing relevant audience segments - Highlighting possible factors - Suggesting actions - Preparing an action for approval This creates a shorter path from data to insight, from insight to decision, and from decision to action. ### 6. Metadata Management Large streaming libraries can contain thousands of metadata fields. AI can help identify: - Missing descriptions - Inconsistent genres - Missing subtitles - Duplicate titles - Incomplete cast information - Incorrect categorization This becomes particularly valuable for multilingual OTT catalogs. ### 7. Marketing Operations AI can also assist marketing teams with: - Campaign briefs - Audience segmentation - Content promotion ideas - Push notification drafts - Email campaign preparation - Social media content - Title recommendations Human review remains important for brand-sensitive communications. ## AI Localization Is Becoming Part of the Streaming Stack Another major direction emerging around IBC 2026 is AI-powered localization. [CAMB.AI](https://www.tvtechnology.com/platform/broadcast/camb-ai-unveils-multilingual-broadcasting-agent-powered-by-nvidia-at-ibc2026) demonstrated live dubbing and subtitling capabilities across more than 150 languages, including integrations designed for real-time media workflows. This matters because localization is traditionally treated as a separate production process. AI makes it possible to think about localization as part of the streaming workflow itself. A future OTT workflow could move from live content, through AI translation, AI dubbing and subtitles, to multilingual streaming outputs, then to the CDN, and finally to connected TV, mobile and web. For OTT operators expanding into multiple countries, this could significantly change how multilingual content is produced and distributed. ## AI and OTT Monetization AI is also moving into monetization. Industry discussions around IBC 2026 included AI applications for advertising, personalization and streaming revenue workflows. For an OTT business, this could eventually involve: - Personalized recommendations - Advertising optimization - Audience segmentation - Subscription upsell opportunities - Churn identification - Content promotion - Revenue analysis The goal is not simply to add AI to an existing dashboard. The larger opportunity is connecting business data with actions. ## Agentic AI Should Still Keep Humans in Control More automation does not necessarily mean every process should become fully autonomous. Some actions have higher consequences than others. A practical OTT automation model can therefore be divided into four levels. ### Level 1: Assist AI recommends an action. **Human performs it.** ### Level 2: Approve AI prepares the action. **Human approves it.** ### Level 3: Automate AI performs predefined, low-risk actions automatically. ### Level 4: Orchestrate AI coordinates multiple approved systems and workflows. ![What This Means for OTT Platform Architecture](https://blog.flicknexs.com/wp-content/uploads/2026/09/image-1.png) This approach allows OTT operators to decide where automation is appropriate instead of giving an AI system unrestricted access to the platform. Sensitive operations such as publishing, payments and important customer communications may require additional controls. ## What This Means for OTT Platform Architecture Agentic AI should not exist as a disconnected chatbot sitting beside the OTT platform. The useful architecture runs from the operator, through a conversational interface, into an AI agent layer, into OTT APIs, and out to the CMS, users, payments, analytics, content and support systems that already run the streaming infrastructure. The agent becomes an interface to the systems that already run the OTT business. This is where the difference between a chatbot and an operational AI agent becomes important. A chatbot may simply report that subscription sales increased this week. An operational agent could show the increase, identify the main contributing plans, prepare a summary and create a campaign recommendation. The second workflow connects information with action. ## What OTT Buyers Should Ask About AI When evaluating an AI-powered OTT platform, buyers should look beyond the phrase **“AI-powered.”** If you’re still comparing vendors on the fundamentals before AI enters the picture, see our [comparison of the best white-label OTT platforms in 2026](https://blog.flicknexs.com/best-white-label-ott-platforms-2026/) first. Ask: ### What can the AI access? Can it work with CMS, metadata, users, subscriptions, analytics, content and support systems? ### What can it actually do? Can it analyze, recommend, create, update, trigger, publish, notify or route? ### Which actions require approval? Ask how the platform handles publishing, payments, account changes, customer communications and other sensitive actions. ### Can actions be audited? Operators should be able to understand what an automated workflow did and when it happened. ### How is customer data protected? AI integrations should use appropriate access controls and security practices. ### Is it an agent or simply a chatbot? This may be the most important question. A chatbot primarily responds. An agentic workflow is designed to **work through a task**. # The Future of OTT Operations The evolution of AI in streaming can be viewed as a progression: AI-generated content, then AI-assisted tasks, then AI-powered recommendations, then AI agents, and finally agentic OTT operations. The industry is increasingly moving toward the final stages of this progression. The announcements and demonstrations surrounding IBC 2026 show that AI is expanding across discovery, localization, advertising, personalization and operational workflows. For OTT platforms, that means AI is becoming less about one impressive feature and more about how many useful workflows it can connect. ## How Flicknexs Is Approaching Agentic OTT Flicknexs is a white-label OTT platform that is adding an agentic layer to its streaming ecosystem. Its current approach includes: - **Sales Agent** for lead qualification and sales workflows - **Support Agent** for recurring customer support interactions - AI-assisted content and metadata workflows - AI-powered discovery and recommendations - Conversational OTT operations through supported WhatsApp workflows The goal is straightforward: help OTT teams spend less time moving between repetitive tasks and more time managing their streaming business. Flicknexs’ own product direction is therefore aligned with the wider industry movement toward AI-assisted and agentic OTT operations, while the broader IBC 2026 ecosystem shows that discovery, localization and monetization are also becoming important parts of this transition. ### Ready to see it in action? [Start your free 14-day OTT trial](https://flicknexs.com/trial) or [Get a Quote](https://flicknexs.com/trial) and see how the Sales and Support AI agents fit into your own OTT launch or migration plan. No credit card required. ## Final Takeaway IBC 2026 highlighted an important change in the streaming technology market. The conversation around AI is moving from “what can AI generate?” toward “what can AI help operate?” For OTT businesses, that means looking at AI across the entire workflow, from content management and discovery to localization, customer support, sales, analytics and monetization. Flicknexs is taking this approach through its Sales and Support AI agents and its broader effort to connect conversational AI with OTT workflows. The next generation of streaming platforms may not simply be platforms with AI features. They may be platforms where **AI becomes part of how the business operates.** ## FAQ **Q: What AI agents does Flicknexs offer?** A: Flicknexs has dedicated Sales and Support AI agents designed for customer-facing OTT workflows. The Sales Agent focuses on qualifying inquiries, while the Support Agent handles recurring customer questions and escalates issues when human assistance is required. **Q: What was the AI focus at IBC 2026?** A: AI was prominent across several areas of IBC 2026, including discovery, personalization, localization, advertising, analytics and operational workflows. Vendors demonstrated different approaches to integrating AI into media and streaming operations. **Q: How is an AI agent different from an AI feature?** A: An AI feature generally performs one task, such as generating a description. An AI agent is designed to coordinate multiple steps within a workflow and work toward a defined outcome. **Q: Can OTT operations be managed through WhatsApp?** A: Flicknexs is developing conversational workflows that allow supported OTT operations to be initiated and managed through WhatsApp. The exact actions available depend on the connected platform workflows and permissions. **Q: Should an OTT business automate everything?** A: No. High-impact activities should have appropriate human oversight. Low-risk repetitive tasks can be automated, while sensitive activities can require approval. **Q: What should I look for in an AI-powered OTT platform?** A: Look at what the AI can access, what actions it can perform, what requires human approval, whether actions can be audited, how data is protected and whether the system actually performs workflows rather than simply answering questions. ## Sources CAMB.AI — [CAMB.AI Unveils Multilingual Broadcasting Agent Powered by NVIDIA at IBC2026, TV Tech](https://www.tvtechnology.com/platform/broadcast/camb-ai-unveils-multilingual-broadcasting-agent-powered-by-nvidia-at-ibc2026) Setplex — [Setplex taps into the potential of AI for streamers, IBC.org](https://www.ibc.org/artificial-intelligence/news/setplex-taps-into-the-potential-of-ai-for-streamers/22794) Kaltura — [Kaltura to Showcase AI-Powered Media and Telecom Innovations at IBC 2026, GlobeNewswire](https://www.globenewswire.com/news-release/2026/09/07/3357094/0/en/kaltura-to-showcase-ai-powered-media-and-telecom-innovations-at-ibc-2026-spanning-customer-care-avatars-sports-discovery-and-personalized-streaming-experiences.html) Brightcove — [Brightcove Gen 2: The Next Generation of Video](https://www.brightcove.com/blog/brightcove-gen-2)