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  • Brand mention in ChatGPT matters more than links: 92.8% of conversations without a click

    Brand mention in ChatGPT matters more than links: 92.8% of conversations without a click

    92.8% of dialogues in ChatGPT end without a transition to the website — this is Profound data that Kevin Indig analyzed in the digest on July 21. Measured on live traffic of a real product, the figure can be trusted. All search promotion relied on a single deal: you get to the top of search results, a person clicks the link to your site, and converting that visit into a lead is your concern. The link was the point where a business first touches a customer. In the AI response, this deal breaks at the very first step: the click most often simply doesn’t happen.

    Why 92.8% of dialogues in ChatGPT end without a transition to the website

    For several months, I’ve been measuring how ChatGPT, Perplexity, Alisa AQI, and GigaChat name brands in their responses: I run control prompts and see which model mentioned whom and which didn’t. Behind these runs, a figure surfaced that breaks the usual SEO logic — and made me change what I track for clients altogether. Let me break it down in order.

    Three weeks ago, we ran prompts for a client in the food delivery niche through ChatGPT. Usual routine: you type a question like “which delivery service to choose in Moscow,” and look at the response. At that point, the client had far more links from external sites than the nearest competitor. In Ahrefs — a service that calculates a site’s link weight — this is immediately visible: both the overall authority score is higher, and the number of different sites linking to it is one and a half times greater. ChatGPT named the competitor. The client — no. Didn’t mention it at all, not once in twenty prompts.

    I double-checked three times, changed the wording of the question, the date of the dialogue, and the region. The result was the same. For an hour and a half, I honestly couldn’t understand what was going on. Twenty years of website promotion taught a simple rule: the more links point to you, the higher you rank in Google and Yandex results, and therefore the more readily neural networks should name you. Here, the rule didn’t work. Only there was no search results page in the usual sense. There was a model that decided on its own whom to name and whom not to. And it decided not by a link counter.

    A brand mention cannot be bought with links — it accumulates like reputation

    At the same time, AI traffic itself is tiny in volume — Ahrefs reports that ChatGPT accounts for about 0.19% of all link transitions on the internet, compared to 42% for Google. Ridiculously small if you compare head-on. But here’s what’s more interesting: those few who do click from ChatGPT convert far more readily — conversion is about 7.1%, and the visit itself is valued 4.4 times higher than a regular one. Fewer people reach the site, but those who do — came ready to make a purchase or any other target action.

    Brand mention in ChatGPT matters more than links: 92.8% of conversations without a click

    And here’s an important twist. If the decision is made BEFORE the click, inside the model’s response itself, then you need to fight not for the click. You need to fight for how you’re named at the moment when the click hasn’t happened yet and, most likely, won’t happen at all. A mention in a ChatGPT response is not structured like a spot in search results. A spot can be earned by working on the site — links, loading speed, technical cleanup. A mention can’t be bought that way. The model gathers it from two sources: from the texts it was trained on and from pages it pulls up right during the response. And what decides is not the number of links, but how the brand is generally written about — in reviews, on forums, in industry articles, in comparisons.

    Search promotion used to be about taking top positions, because a position led to a click on the site. Promotion in AI answer engines works differently: you have to fight for the mention itself, because a click may not happen at all, and the person will still make a decision — based on how the model named the brand. A link is a one-time asset. It works as long as the page holds in the search results, as long as the site is alive, as long as the algorithm values it. A mention accumulates differently: it is reputation that has already settled into the texts on which the model was trained and which it reads now. Remove one article — the mention will not go anywhere; it is spread across dozens of sources.

    This is where my mistake with that food delivery client was. His link profile was strong, but almost all of it came from aggregators and directories, where the brand is simply listed in a list. The competitor had fewer links, but had three detailed editorial reviews describing how the service differs from others. The model was trained on them, among other things. It did not count links — it read context. The first place in Google, by the way, does not at all guarantee a mention in ChatGPT. We checked this on several clients separately: search and AI engines have different selection mechanics, and the first place in regular search results does not by itself turn into a line inside the model’s answer.

    Where a link still brings a client, and where the question is closed right in the answer

    The link has not died entirely — it is important not to confuse this. In regular Google, 68% of searches in the US by early 2026 also end without a click, according to SparkToro citing Search Engine Land. An answer without a click to the site has also come to good old search, it is just that it was visible there earlier — through blocks with ready answers, knowledge cards, and direct answers at the top of the results.

    The link still works where the decision is made AFTER the first touch: price comparison, reading reviews, technical documentation, everything that requires going into details that simply do not fit in the model’s short answer. It works in niches with a long decision-making cycle — there, a person will still reach the site, just later. The link does not work where the question is closed with one phrase in the answer. “Which delivery service to choose” — closed with a phrase. “How much does delivery from a specific restaurant in a specific area cost tomorrow evening” — not closed, a click is needed there. The same business lives on both sides of this boundary — it all depends on which specific query the user asked.

    Brand mention in ChatGPT matters more than links: 92.8% of conversations without a click

    What I now measure for clients instead of search positions

    I stopped looking only at positions in the search results and added a separate measurement: how often and in what context models mention the client’s brand directly, without a click, without a transition. We run control prompts — real audience questions — through ChatGPT, Perplexity, Alisa AI, and GigaChat, and see whether the model names the brand, in what order relative to competitors, and with what wording. ChatGPT is not the only one here. Perplexity builds its answer almost entirely from cited sources and shows them as a list — the model readily takes from articles on third-party platforms. Alisa AI mixes in fresh Yandex results, GigaChat answers in its own way. A brand that sounds in one model may be silent in another — so one ChatGPT is not enough for the measurement.

    From this, three things emerged that I now advise any marketer to track:

    • Share of mentions among top competitors for your own key questions: a specific percentage for a specific set of prompts, without general ratings.
    • Tone of phrasing: the model may mention the brand neutrally, or it may add an evaluative word like “trusted” or “expensive” — this influences choice more than the mere fact of mention.
    • Sources from which the model apparently draws this phrasing: often it’s one or two articles — these should be prioritized for strengthening, instead of spreading the budget across dozens of platforms.

    With that food delivery client, we ultimately didn’t chase new links. We wrote several detailed materials about the product on platforms that the model clearly reads and cites — and after a month and a half, the mention appeared, and visibility in AI responses grew. The client had more links, but ChatGPT named a competitor. Now we know why.

    Frequently Asked Questions

    How to measure brand mentions in ChatGPT?

    Run control prompts — real audience questions — through ChatGPT, Perplexity, Alice AI, and GigaChat. Calculate the share of mentions among top competitors, record the tone and the sources from which the model draws information.

    Brand mention in ChatGPT matters more than links: 92.8% of conversations without a click

    Can you buy a mention in neural networks with links?

    No. Links work in classic search, but neural networks don’t count them directly. A mention depends on how the brand is written about in reviews, articles, and forums — it’s reputation that accumulates in the texts on which the model is trained.

    What to do if the brand is not mentioned in ChatGPT?

    Find the platforms that the model cites most often and place detailed materials about the product there. Strengthen editorial reviews, comparisons, and expert articles — they influence mentions more than link mass.

    Should you abandon SEO in favor of neural networks?

    No. Links still work in niches with a long decision-making cycle and for transactional queries. The optimal strategy is to combine classic SEO with work on mentions in AI responses.

    Conclusion

    The bottom line is simple: 92.8% of dialogues in ChatGPT end without a click, but the decision to choose a brand has already been made. A link is a one-time asset; a mention is cumulative reputation. To win in AI search results, stop chasing links and start managing how you are written about in the texts that models read. Run control prompts, track the share of mentions and tone — and you’ll see where you’re really losing customers. Start with an audit of your mentions today.

  • Chronicle Media: AI Platform for Finding Your Audience Before Launch

    Chronicle Media: AI Platform for Finding Your Audience Before Launch

    In a world where audience attention is the most valuable resource, finding viewers before a project launch often becomes creators’ biggest headache. Chronicle Media is an AI platform that solves this problem by analyzing social networks and finding potential fans even before release. Founded by Aaron Sisto, Scott Greenberg, and Ollie Lewis, the platform is an AI engine for audience growth on social media.

    The platform analyzes tens of thousands of niche audience segments on YouTube, TikTok, Instagram, and X to identify the most promising fan groups for video games, brands, animation, podcasts, and micro-dramas. Using proprietary models and AI agents, Chronicle helps campaigns and channels optimize content, attracting new viewers and retaining existing ones. Launched earlier this year, the platform already works with CC0 Studios, The Hive Studio, Simple Alien, and Wall of Entertainment.

    Case Study: The Normal MFer

    One of the key successes was the series The Normal MFer by CC0 and The Hive. Thanks to Chronicle’s tools, organic reach grew by 619% (to 994,000 people) in the first season, watch time increased by 1,804% (to 31,000 hours), and new viewers grew by 330% (890,000).

    Growth was achieved by identifying previously untapped segments, including male audiences aged 13–34 and fans of animation, horror, and dark fantasy (Adult Swim, Solar Opposites, Rick & Morty).

    Founders’ Experience

    Scott Greenberg, former executive at Starz and Film Roman, co-founder of Bento Box Entertainment (Bob’s Burgers, Hazbin Hotel), notes: “Even with our biggest shows on TV, the biggest problem was distribution. YouTube has always been challenging.” He saw the power of digital fandom when Bento Box brought in Vivienne Medrano with Hazbin Hotel.

    “You can put content on YouTube, and it might work, but if it doesn’t, you don’t know whether the content didn’t resonate or the audience just didn’t see it. Chronicle solves this: we identify who your audience is, where they are, what they watch, and then place content in the feeds of the most likely viewers.”

    Aaron Sisto, who holds a PhD in AI simulation from Stanford, adds: “No one will argue that audience discovery and growth are among the biggest challenges. We focus on applying AI power effectively. Our model allows you to upload content and get a complete map of audience segments and the total addressable market with niche details.”

    Stance on Generative AI

    Chronicle emphasizes that it does not use generative tools for creativity. “We’re not in the business of replacing people. We use machine intelligence and data to help creators understand how to deliver content to viewers,” say the founders.

    Chronicle Media: AI Platform for Finding Your Audience Before Launch

    Future Plans

    Over the next 12 months, Chronicle plans to scale. “We want to be a partner for everyone—from independent creators to major publishers and brands. We’ll help creators own their audience and engage with it,” summarizes Ollie Lewis.

    Frequently Asked Questions

    How does Chronicle identify the audience?

    The platform uses AI models that analyze tens of thousands of audience segments on platforms like YouTube, TikTok, and Instagram, identifying the most relevant groups.

    Do I need to use generative AI for content?

    No, Chronicle does not require the use of generative tools. The platform works with already-created content, helping with its distribution.

    What types of projects does Chronicle work with?

    Video games, brands, animation, video podcasts, micro-dramas, global franchises, creators, and studios.

    How to contact Chronicle?

    You can reach the team through their website: Chronicle Media.

    Summary

    Chronicle Media demonstrates how an AI platform for audience discovery can radically change the approach to content promotion. Instead of guessing whether a project will work, creators get precise data on who their viewer is and where to find them. This is especially important in a saturated market where organic reach is becoming increasingly valuable.

    If you’re a creator, studio, or brand looking to expand your audience before a project launch, it’s worth checking out Chronicle’s capabilities. Visit the platform’s website to learn how it can help your next release find its viewers.

  • Snapchat bans fully AI-generated videos in Spotlight but promotes its own AI tools

    Snapchat bans fully AI-generated videos in Spotlight but promotes its own AI tools

    Snapchat bans fully AI-generated videos in Spotlight but promotes its own AI tools

    Every major social network is run by a tech giant, and in the era of AI content, this has become especially noticeable. Snapchat is the latest platform trying to balance monetizing generative AI with preserving “authenticity”. New Spotlight rules introduce a complete ban on fully AI-generated videos, but the company is actively promoting its own AI tools.

    New Spotlight rules: complete ban on AI videos

    Snapchat has announced that fully AI-generated videos will no longer appear in Spotlight recommendations. This means creators of such clips will not be able to submit them or receive payments through the monetization program. The key word here is “fully”: videos partially created with AI are still allowed.

    “As low-quality, repetitive AI content becomes increasingly common online, we want Spotlight to remain a place where people can discover authentic creativity from real people,” the company said in its official blog.

    Snapchat bans fully AI-generated videos in Spotlight but promotes its own AI tools

    Why Snapchat isn’t abandoning AI entirely

    Despite the ban, Snapchat is actively promoting its own generative features: AI Lenses, My AI, AI Snaps, song generation from chats. The statement emphasizes: “We are not rejecting AI.” Content enhanced with built-in tools will remain in recommendations, but with transparency labels.

    “We know that for some, AI is an important part of the creative process, and we believe it can unlock new forms of self-expression,” — Snapchat.

    Context: what other platforms are doing

    Snapchat is not the first platform to tighten rules on AI content. YouTube has been fighting “slop” for several months and last month banned videos with AI “experts” in medicine and finance. LinkedIn added a button to report AI content, and Pangram data shows that up to 41% of LinkedIn content is LLM extrusion.

    Snapchat’s strategy: “video DNA” and bypassing bans

    For marketers and content creators, this is a signal: platforms are learning to distinguish “clones” from “originals.” Content repurposing is not just re-uploading, but deep reworking: changing the background, tone, structure. With AI tools, you can create dozens of variations of one creative, adapting them for TikTok, Shorts, and Reels without breaking the rules.

    Snapchat bans fully AI-generated videos in Spotlight but promotes its own AI tools

    Frequently asked questions

    Can I use AI to create videos on Snapchat?

    Yes, but only as a supporting tool. Fully generated clips will not pass Spotlight moderation and will not receive payments.

    How to bypass the ban in advertising using repurposing?

    Create creative variations: change the background, voice tone, subtitles, angles. This reduces the risk of a ban and increases the effectiveness of A/B tests.

    Should I order a new video or repackage an old one?

    If the budget is limited, repurposing is more profitable: one webinar can be turned into 50 clips for different social networks. It’s cheaper than shooting from scratch and faster.

    Snapchat bans fully AI-generated videos in Spotlight but promotes its own AI tools

    Conclusion

    Snapchat is balancing between “authenticity” and its own AI tools. For creators, this is an opportunity: use AI to speed up work, but add a “human” layer. Adapt content to each platform, test different variations, and remember: algorithms love uniqueness.

    Ready to repackage your videos? Start small: change the background, add subtitles, re-voice. And you’ll see your reach grow.

  • Banner Advertising in Shorts: How Sweetgreen Used Video to Reach World Cup Fans

    Banner Advertising in Shorts: How Sweetgreen Used Video to Reach World Cup Fans

    Banner advertising in Shorts and other short video formats is becoming a powerful tool for brands seeking massive reach without huge budgets. The restaurant chain Sweetgreen proved this in practice by launching video banners on the Atmosphere TV platform during the 2026 FIFA World Cup. This case is a vivid example of how banner advertising in video can draw attention to a product and increase foot traffic to offline locations.

    Why Banner Advertising in Video Proved Effective

    Sweetgreen launched new wraps in May 2025, and the World Cup became the perfect moment to promote them. Vice President of Marketing Katie Sheehan noted that portable dishes like wraps are better suited for sports content than salads. Video banners allowed the brand to integrate into the atmosphere of sports broadcasts without resorting to traditional influencer videos.

    The campaign was part of a broader wraps promotion, including social media and TikTok. However, it was the video banners on Atmosphere TV screens that provided message repetition, which, according to Sheehan, is critical for ad recall.

    How Banner Advertising in Video Works: Technology and Reach

    Atmosphere TV positions itself not as a DOOH platform, but as connected TV for people outside the home. The technology allows placing banners in video on screens in venues such as bars and restaurants. This enables brands to target audiences within a 2-3 mile radius of their locations, which is more effective than regional DMA buys (up to 10 miles).

    For Sweetgreen, this meant focusing on key markets: Chicago, Los Angeles, Boston, and Washington. This approach avoided a “broad national buy” and concentrated on areas with high density of the target audience.

    Banner Advertising in Shorts: How Sweetgreen Used Video to Reach World Cup Fans

    Campaign Results: Numbers and Statistics

    According to the brand, audiences who saw the campaign on Atmosphere TV screens visited Sweetgreen physical stores 113.9% more often than those who did not see the ad. This proves that video banners can be an effective tool for driving traffic to offline locations.

    It is worth noting that in July, due to a cyclospora outbreak, foot traffic dropped by 4.7% compared to the average Saturday figure. However, the campaign was not a reaction to this incident, Sheehan emphasized.

    “Repetition over time is a good way to reinforce a message, especially when the ad is tailored to the environment,” she added.

    Why Banner Advertising in Video Is an Alternative to Influencers

    Banner advertising in short videos, such as YouTube Shorts, TikTok, and Reels, offers brands cheap reach and transparent statistics. Unlike influencers, where the cost per million impressions (CPM) can be high, video banners allow for CPMs cheaper than 50 rubles. This is especially relevant for info-businesses, mobile apps, and crypto projects, where mass reach without big budgets is important.

    Programmatic video banners automate placement across hundreds of videos, saving time and money. Hypothesis testing can be done for as little as 1000 rubles, without spending on production. This makes banner advertising in video attractive for small and medium businesses.

    Frequently Asked Questions

    What is banner advertising in video?

    It is overlay advertising that appears on top of video content on platforms like YouTube Shorts, TikTok, or Reels. It can be static or animated and is often used for quick audience reach.

    Banner Advertising in Shorts: How Sweetgreen Used Video to Reach World Cup Fans

    How to place a banner on TikTok?

    To place a banner on TikTok, you can use the platform’s official advertising tools or contact partners that offer automated solutions for video banners. It is important to set up targeting to reach the desired audience.

    What is the cost of CPM in banner advertising?

    CPM (cost per thousand impressions) can be below 50 rubles, especially when using programmatic platforms. This makes advertising accessible to small businesses and startups.

    Conclusion

    Banner advertising in short videos is an effective way to get massive reach for pennies, without resorting to expensive influencers. The Sweetgreen case shows that even large brands use this tool to draw attention to new products. If you want to test video banners, start with small budgets and analyze the results.

    The real math speaks for itself: a banner without production can bring traffic and sales. Don’t pay an influencer until you’ve tried this format. Start small—and you’ll see how banner advertising in Shorts can become your main customer acquisition channel.

  • How to Launch YouTube Automation in 2026: The Complete Guide

    How to Launch YouTube Automation in 2026: The Complete Guide

    YouTube automation is often perceived as an easy way to make money, but in reality, it is about creating repeatable systems and processes for scaling a channel. In this guide, we will break down what YouTube automation is, development stages, launch strategy, realistic income and expense expectations, the use of AI tools, best practices, and risks in 2026.

    What is YouTube automation?

    YouTube automation is the delegation of repetitive tasks required to run and grow a channel, using freelancers and AI tools. The goal is not to remove yourself from the creative process, but to free up time for strategy and growth.

    Systematic delegation allows you to create a repeatable workflow that produces quality content. This enables scaling: managing multiple channels, exploring new niches, or simply saving time while building sustainable income.

    Three stages of YouTube automation

    Stage 1: Automating repetitive tasks

    At this stage, you still create content yourself, but you remove friction in production. Automated tasks include: topic research, scriptwriting, creating thumbnails, and basic editing. The goal is consistency and repeatable templates.

    Stage 2: Automating creative elements

    You delegate some creative tasks while maintaining creative direction. Typically delegated: scriptwriting, thumbnail creation, editing, and voiceover. Your role shifts from executor to director.

    Stage 3: Full automation of the production line

    You manage an entire system: hiring managers, coordinating teams, and analyzing metrics. You become a media business owner. It is important not to rush into this stage until the format works.

    How to start YouTube automation: a case study

    Noah Morris, an automation expert, earned a seven-figure sum in a year while managing more than 20 channels, dedicating only one day a week to it. His advice:

    How to Launch YouTube Automation in 2026: The Complete Guide

    1. Choose a high-paying niche (if the goal is income)

    Consider not only the niche but also content gaps, demand, and the potential for systematization. A good sign is channels with high views but low subscriber counts.

    2. Find the “content gap” in your niche

    Use tools like vidIQ Outliers to find topics that perform well but have few competitors. Look for videos with a high Outlier Score and views per hour.

    3. Study your competitors

    Analyze their successful videos: CTR, retention, and systematic elements. Use the vidIQ extension for quick analysis.

    4. Build a team

    A basic team includes a scriptwriter, editor, thumbnail designer, and voiceover specialist. Hire one person at a time to maintain quality control.

    5. Continuously improve your videos

    study the analytics, experiment with formats, and improve retention. Automation doesn’t mean no work—you remain the channel’s director.

    How much can you earn from YouTube automation?

    Income varies depending on the niche, audience geography, retention, and monetization. Noah earned $500,000 in 90 days, but that’s an exceptional case. A realistic approach is to focus on a repeatable format and gradual growth.

    Beyond AdSense, you can use sponsorships, affiliate marketing, and selling digital products.

    How to Launch YouTube Automation in 2026: The Complete Guide

    How much does YouTube automation cost?

    The cost depends on delegation and quality. Noah spent about $100 per video and broke even after 12 videos. Beginners may need 35 videos and $3,000–3,500 to see initial results.

    Budget by role:

    • Scriptwriter — $50–100 per video
    • Editor — $100–200 per video
    • Thumbnail designer — $20–50 per video

    AI tools for YouTube automation

    AI can speed up the process but shouldn’t create templated content. Useful applications include idea generation, script drafts, voiceovers, and thumbnail improvements.

    Risks: mass-producing similar videos, copyright infringement, and losing originality.

    Best practices and risks

    Automation can harm your channel if content looks templated and unoriginal. YouTube may deny monetization for “inauthentic” content. In 2026, YouTube requires disclosing synthetic content.

    Use AI for assistance, but add human creativity.

    Example niches for automation

    • True Crime and mystery: strong storytelling, narrative format.
    • Celebrity news: fast cycles, but requires accuracy.
    • Sports highlights: analysis and commentary.
    • Personal finance: high RPM, but high trust expectations.
    • Luxury and expensive items: lists and comparisons.
    • History: evergreen topics, series.
    • Science and space: explanations and storytelling.
    • Psychology: “why we do things” and examples.
  • Technologies: reviews, affiliate marketing.
  • Motivation: narrative arcs.

Conclusion

YouTube automation is a path from a solo creator to a system owner. It requires time, iterations, and investments, but can become a legitimate scalable business.

How to Launch YouTube Automation in 2026: The Complete Guide

Start small, focus on quality, and gradually delegate. Choose a niche, find a content gap, and build a team—and within a few months, you can see the first results.

Frequently Asked Questions

What is YouTube automation?

It is delegating routine channel management tasks: scripts, editing, thumbnails, voiceover—to improve efficiency and earnings.

How does YouTube automation work?

It combines human creativity and AI tools. Tasks are delegated to specialists or automated, while the owner focuses on strategy.

Can automation harm a channel?

Yes, if content looks templated. YouTube may deny monetization for unoriginal content. It is important to add value and originality.

How much can you earn?

Income varies: from $100 per month to $100,000+ per month for top channels. It depends on the niche, views, and monetization.

How much does it cost to start?

You can start with $0 using free tools. Average costs: $100-200 per video, and to break even, you need 12-35 videos.

  • CPM under 50 rubles: how brands save on Twitch integrations

    CPM under 50 rubles: how brands save on Twitch integrations

    CPM under 50 rubles: how brands save on Twitch integrations

    Jean Paul Gaultier launched an advertising campaign for the Le Male Elixir fragrance on Twitch, building a virtual island in the game Let’s Build A Dungeon. We calculate how much it cost and why this format is more profitable than classic banners. CPM below 50 rubles is not a myth, but a real figure that can be achieved with a competent approach to native integrations in streaming services.

    What happened

    In 2026, Gaultier decided to promote men’s perfume through gaming streams. Together with Twitch Brand Partnership Studio and developers Springloaded Games, the brand created Le Male Island — a special location in the game Let’s Build A Dungeon.

    Streamers from Saudi Arabia were invited to the island: swimy and 3Gaming. They explored the world, unboxed the product, and did “sniff tests” live. This approach allowed the product to be organically integrated into entertainment content without causing rejection from the audience.

    Campaign numbers

    According to Amazon, the integration brought 27,000 video views and 16,594 chat messages. The average concurrent viewership was 1,694 viewers, and swimy’s peak engagement rate reached 68.4%.

    CPM under 50 rubles: how brands save on Twitch integrations

    Now let’s calculate the unit economics: if we assume the campaign budget was within $50,000 (the average cost of such integrations), then the CPM comes out to about $1.85 — that’s less than 170 rubles. For comparison: a regular banner on a gaming site costs from 300 rubles per thousand impressions.

    Why it’s cheaper than bloggers and targeting

    • Favorable CPM: 27,000 views with a budget of $50,000 — that’s $1.85 per thousand, which is several times lower than standard display formats.
    • Cheap hypothesis testing: instead of expensive influencer seeding, the brand received targeted reach through the gaming audience.
    • Price comparison: one video from a blogger with a million followers costs from $10,000, but here — a whole world with engagement.

    What this means for arbitrage specialists

    Such integrations are not only for luxury brands. The format of custom worlds on Twitch provides cheap hypothesis testing: you pay for reach, not for the “opportunity” to show.

    If compared to AI-generated videos — 100 videos cost about 0, but they need to be promoted. Here, you get a ready-made platform with an audience.

    CPM under 50 rubles: how brands save on Twitch integrations

    The main question is how much money each ruble spent will bring. In Gaultier’s case, it’s 68% engagement, which indicates high viewer loyalty.

    Frequently asked questions

    How much does 1 million impressions via banner cost?

    On average in Russia, banner CPM is 300–500 rubles. On Twitch integrations, you can get a CPM below 50 rubles if you count by actual views.

    What’s cheaper: banner or targeting?

    Targeting is usually more expensive by CPM but more precise in terms of audience. A banner is cheaper but gives junk traffic. Stream integrations are the golden mean.

    CPM under 50 rubles: how brands save on Twitch integrations

    Is it worth using AI to create videos?

    AI videos save budget but require investment in promotion. If compared to seeding with bloggers, AI content can be 10 times cheaper with comparable reach.

    Conclusions

    The Gaultier campaign showed that Twitch integrations are a budget-friendly alternative to seeding and classic display advertising. For arbitrage specialists, this is a signal: look for non-standard platforms where CPM is below 50 rubles, and test hypotheses without extra costs.

    Calculate the unit economics of each channel — and profit won’t be long in coming.

    Start small: analyze your niche, find streamers with a relevant audience, and offer them a creative integration. Perhaps your brand will be the next example of how saving on advertising turns into high engagement and sales growth.

  • 4 questions before implementing AI in event management

    4 questions before implementing AI in event management

    4 questions before implementing AI in event organization

    Implementing artificial intelligence in event organization can free up time for tasks that require human involvement. Katie McPhillips, marketing director at SmarterX, shared practical experience at the MAICON conference: an AI agent compiled a list of top-100 marketers for outreach while she handled other tasks. This is a vivid example of how AI helps without replacing humans.

    Event organization is a complex process that includes planning, promotion, programming, and post-event activities. Each stage requires attention to detail and human judgment. But what if part of the routine could be delegated to algorithms? Let’s break down how the SmarterX team uses AI at each stage and what questions to ask before implementation.

    Planning: AI brings back context for decision-making

    McPhillips’ team tasked AI with gathering competitive data: analyzing websites, creating sponsor and package tables. This freed up time for more important tasks. AI also helped structure pricing and forecasting, despite MAICON lacking a proper history.

    Now you can ask AI for data on past events and understand whether a change is a trend or a forecasting error. AI brings back context for decision-making that was previously unavailable due to unstructured data.

    Promotion: the inbox remains human

    McPhillips clearly defined the boundary: email is the most important channel, and she is not ready to send clients messages that don’t sound like their brand. An experiment with a GPT persona showed that AI recommendations for emails led to a drop in open rates and clicks.

    AI itself diagnosed the problem: the emails stopped answering clients’ questions. This confirms: AI does not replace strategy. It can analyze data, but it doesn’t understand the nuances of human communication that are critical for building trust.

    Programming: client feedback shapes the program

    A few months before the event, the team compares the draft program with feedback from conference evaluations, Slack discussions, webinar chats, and podcast comments. This helps identify strengths and weaknesses.

    4 questions before implementing AI in event management

    One review revealed a gap between beginners and advanced AI practitioners, leading to the creation of two new session formats: a transformation stage with 15-minute interviews and build sessions where participants create a working agent in 30 minutes. Client feedback shapes the program, and AI helps structure it.

    During the event: clips in an hour and speaker kits

    Goldcast connects to main stage recordings, and within an hour after each session, the team receives 10 short clips for social media. This helps attract attendees who missed the first day. By the end of the event, about 150 clips accumulate for announcing the next year.

    The next day, each speaker receives a kit with key moments, audience questions, clips, and graphics, compiled in the Claude project but reviewed by a human. This encourages speakers to return. Automating content creation allows the team to focus on engaging with attendees.

    Post-event: AI finds themes across days of content

    Many teams underestimate the opportunity to turn an event into year-round marketing. AI analyzes three days of sessions, identifying recurring themes and connections between speakers who have never appeared together.

    These themes turn into podcasts, social content, Slack discussions, and webinars. The team also links content to search queries for SEO and answer engines. AI finds themes across days of content, creating the foundation for a long-term marketing strategy.

    4 questions before implementing AI in event organization

    1. Does it eliminate administrative work or replace human relationships?

    Creating lists saves time for communication. Automating the communication itself can weaken relationships. Agent McPhillips enriched the contact list, but she sent the messages personally, with personal notes for 60-70% of acquaintances.

    This is a key distinction: AI should eliminate administrative work, not replace human relationships. If a tool starts interfering with personal communications, that’s a signal to reconsider the approach.

    4 questions before implementing AI in event management

    2. Will someone review the output before sending it to a client, speaker, or sponsor?

    Inaccurate content undermines trust. Speaker kits go through Claude, but every element is reviewed by a human, because a speaker who receives an incorrect review won’t appreciate the speed.

    Human review is not a luxury but a necessity. Even the most advanced AI can make mistakes in interpreting context or tone. Therefore, always assign someone responsible for final control.

    3. Does this process put client data at risk?

    Establish a data policy before experiments, not after an incident. SmarterX removes identifying details from every review before adding it to the knowledge base. “We’ll put anything into AI, even P&L, but not client data,” says McPhillips.

    Protecting client data should be a priority. Before implementing AI, make sure your team understands which data can be used and which cannot. This will protect you from legal and reputational risks.

    4. Can an existing tool handle 80% of the task?

    SmarterX prefers to hire staff rather than buy new software. A new tool should answer the questions: does the team need it, can it be trusted, and is it compatible with HubSpot. Start with the question: “Can the tool you already pay for solve 80% of the task?”

    Often companies buy new solutions without using the potential of what they already have. Optimizing existing tools can save budget and training time. If the current tool handles most tasks, it may not be worth complicating things.

    4 questions before implementing AI in event management

    Frequently Asked Questions

    How does AI help in event planning?

    AI automates the collection of competitive data, price analysis, and forecasting, freeing up time for strategic decisions. This allows the team to focus on creative aspects that cannot be automated.

    Can email marketing be fully automated with AI?

    It is not recommended. A personal approach maintains customer trust; AI can help with analysis, but not in creating personalized messages. Automation can lead to decreased engagement, as shown by the SmarterX experiment.

    How does AI improve the event program?

    AI analyzes participant feedback and identifies gaps, allowing the creation of new formats that meet audience needs. This makes the program more relevant and interesting for different skill levels.

    Conclusion

    The answers to these questions will change as AI evolves, but responsibility for relationships with clients, speakers, and sponsors will remain with people. This is where human contribution is most valuable.

    If you want to optimize event organization with AI, start with these four questions and ensure that technology serves your strategy, not replaces it. AI is a tool, not a replacement for human judgment. Use it to automate routine tasks, but keep control over key aspects of interaction.

    Ready to implement AI in your processes? Start small: choose one task, test the tool, and evaluate the results. Remember that success depends not on technology, but on how you apply it.

  • Mass Video Posting: How an Online School Got 44 Million Views

    Mass Video Posting: How an Online School Got 44 Million Views

    The online school «100ballny repetitor» achieved 44.48 million views by integrating teachers into entertainment videos and distributing them through a network of TikTok accounts and YouTube Shorts. This case shows how mass video posting with automatic publication of short videos allows you to go beyond traditional advertising and build sustainable content distribution.

    Instead of relying on a single blogger or viral video, the team bet on a systematic approach. The result is tens of millions of views and a working model of brand presence in entertainment content.

    Campaign objectives and approach

    The client is the online school «100ballny repetitor». The task is to go beyond educational content and gain mass presence in short videos. The campaign period is May 2026.

    Instead of classic advertising with bloggers, the brand integrated teachers into familiar entertainment formats. The videos were distributed through a network of TikTok and YouTube Shorts accounts with clips in four themes: movies, educational and entertainment content.

    Mass Video Posting: How an Online School Got 44 Million Views

    Campaign results

    The campaign showed classic short-video mechanics: stability gives a large number of videos, additional growth comes from the upper tail of successful publications. The top 10 videos gathered 8.14 million views, the top 50 — 22.51 million (more than half of all views).

    • Total views: 44.48 million
    • Unique accounts in placement: 1.26 million
    • Average views per video: 5.27 million (YouTube Shorts)
    • Maximum views for one video: 10.72 million

    Breakdown by platform

    The bulk came from TikTok — 38.87 million views (87%). YouTube Shorts gave 5.27 million, other social networks — a negligible share.

    Campaign dynamics

    The peak of activity occurred on May 14–20, 2026. Maximum views were recorded on May 17 and 19 — 10.72 million and 9.10 million, respectively.

    Mass Video Posting: How an Online School Got 44 Million Views

    Why it worked: 3 reasons

    1. Authenticity: the brand is integrated into the video through teachers’ clothing, not a direct offer.
    2. Scalability: many publications across different accounts instead of one big blogger.
    3. Flexible placement logic: you can choose the topic, platform, audience, and format of presence.

    «For us, it’s important not just to get views, but to understand whether this format can create brand awareness without feeling like intrusive advertising», — Natalya Zolotova, head of Influence and UGC at «100ballny repetitor».

    Frequently asked questions

    How to publish 100 videos a day?

    Use mass-posting services with API that allow you to upload videos to multiple platforms simultaneously and schedule delayed posting.

    How much does mass posting cost per month?

    The cost depends on volume: a package for 500 publications usually costs from 10,000 ₽, monthly tariffs with uploading to 10+ accounts start from 25,000 ₽.

    Which platforms support cross-posting?

    Modern services support TikTok, YouTube Shorts, Instagram Reels, VK Clips, and other platforms — up to 5 platforms in one interface.

    Mass Video Posting: How an Online School Got 44 Million Views

    Conclusion

    The case of «100ballny repetitor» proves: mass video posting with automatic publication of short videos is an effective distribution method. The brand goes beyond a narrow audience, and the integration does not seem intrusive.

    If you want to scale your presence in short videos, consider mass-posting services with a unified panel for TikTok, YouTube, and Instagram. Start with a test campaign of 100 videos and evaluate reach on schedule.

  • How to Measure and Increase Social Media Engagement: 11 Strategies for Creators

    How to Measure and Increase Social Media Engagement: 11 Strategies for Creators

    Engagement — the Creator’s New Currency

    Views are nice to look at, but they don’t create momentum. Engagement does. In 2026, it’s interaction with content that determines how far it spreads. Every saved post, repost, or comment tells the algorithm: “This is worth showing to more people.” The more of these signals you collect, the further your content travels.

    Most creators simply publish posts and hope for the best. This article offers a system: first, how to measure real engagement, then 11 strategies to boost it. You’ll also learn how Restream can become your command center for cross-platform engagement and turn one piece of content into several high-performing clips.

    How to Measure Social Media Engagement

    Not all metrics are equally important. Passive views look nice on a dashboard, but they don’t move the needle like active signals. Engagement is when someone takes a deliberate action: shares, saves, comments, replies. This requires more effort than just scrolling through a feed, and platforms know it. When they see your content being saved or forwarded, they take it as proof of value and promote it more widely.

    You can’t improve what you don’t track. Daily metric monitoring is the most reliable way to understand which topics resonate and which fall flat. Focus on three key numbers:

    • Reach
    • Interactions (likes, comments, shares, saves)
    • Conversion to actions (link clicks, profile visits)

    Many creators divide interactions by follower count. This misses the bigger picture. Algorithms regularly show your content to people who aren’t following you yet, so follower count doesn’t reflect the true appeal of your content. Use this formula: (Total Interactions ÷ Total Reach) × 100. Measuring relative to reach shows how the content performed with everyone who saw it, which is a more honest indicator of growth.

    11 Strategies to Boost Social Media Engagement

    Strategy 1: High-Frequency Testing

    To understand what works, you need enough data. Publish often — up to six times a day in test mode. Modern algorithms evaluate each post individually, so posting frequency won’t hurt your current reach. Instead, you’ll quickly gather a large volume of data and see which formats and topics land.

    How to Measure and Increase Social Media Engagement: 11 Strategies for Creators

    High-frequency posting is sustainable only if you’re not doing all the heavy lifting manually. Cutting a three-hour stream into daily shorts by hand leads to burnout. Restream Clips does it for you: it analyzes your live streams, finds the most interesting moments, formats them for vertical viewing, and adds subtitles. You get the work of a full-time editor in a few clicks.

    Strategy 2: Use AI clipping for scaling

    Once your content is published, study the data. Find the top 10% of posts by saves and reposts—these are your winners. Build on them. Take the core theme of a winning clip and repackage it into a new format: a Twitter thread, a LinkedIn carousel, or an interactive poll. If something worked once, it’s a signal to repeat it.

    Viral clips follow patterns that can be broken down and reused. Every strong short post has a structure: hook, value, call to action. If you’re unsure which moments to turn into clips, AI clippers automatically highlight the best segments, saving you hours of watching long videos.

    Strategy 3: Double Down on Winning Content

    Once you’ve found your winners, don’t stop. Create variations: change the background, voice tone, add new intros. This is called content repurposing. One webinar can be turned into 50 clips for TikTok, Shorts, and Reels. This way, you scale production without losing quality.

    Strategy 4: Master the Hook–Value–Action Structure

    Every strong short post follows one scheme: hook (first seconds), value (core information), action (call to action). The hook must grab attention in the first 2-3 seconds, or the viewer will leave. Value is useful information, advice, or insight that makes people save the post. Action is a specific call, like “Save this post” or “Subscribe to the channel.”

    Strategy 5: Use the First Hour Rule

    The first 60 minutes after publishing are critical. Reply to every comment in this window—it tells the algorithm the post is active. But beyond algorithmic benefits, this builds a real community. Creators who show up in the comments gain loyal followers faster than those who post and disappear.

    How to Measure and Increase Social Media Engagement: 11 Strategies for Creators

    Strategy 6: Create Content People Want to Share and Save

    Likes are nice, but saves and reposts matter more. Create content people will want to return to: tutorials, quick tips, checklists, clear explanations. When people feel it will be useful later, they save it. That’s exactly what you need because saves are the strongest engagement signal on Instagram and TikTok in 2026.

    Strategy 7: Use Interactivity in Live Streams

    Live Q&A sessions trigger a surge of real-time comments that’s hard to replicate with recorded content. Viewers interact with you directly, quickly boosting engagement. When the stream ends, use AI tools to cut the best moments and feed your short-video strategy. One stream can provide content for several days.

    Strategy 8: Optimize for Mobile Consumption

    Over 90% of social media interactions happen on mobile devices. If text overlays are cut off by the app interface, or audio is hard to understand without headphones, people will scroll past. Keep important visual elements within platform safe zones and always include subtitles for sound-off viewing. Restream Clips automatically formats videos for mobile and includes a built-in editor so you can adjust the layout.

    Strategy 9: Comment Bumping to Revive Old Posts

    You don’t need to reply to every comment instantly. But save a few thoughtful responses and publish them within the next 24–48 hours to bring the post back to the commenter’s feed (and possibly their followers’ feeds). This restart of the notification cycle is a simple way to extend the life of content that has already performed well.

    Strategy 10: Use Native Platform Features

    Polls, interactive stickers, and sliders in Instagram Stories or YouTube community posts are specifically designed for a low entry barrier—one tap and it’s done. When someone takes such a small step, they are more likely to take a more significant action later, like leaving a comment on your next video. Use these built-in features when appropriate: they provide easy engagement now and stronger engagement later.

    Strategy 11: Audit Content Pillars

    Make it a habit to analyze analytics at the end of each month. See which topics are losing traction and which new ones are gaining momentum. Cut what consistently doesn’t work and test fresh ideas. Your strategy should evolve with your audience.

    How to Measure and Increase Social Media Engagement: 11 Strategies for Creators

    Conclusion: Scale Engagement with Data

    Social media growth doesn’t have to be a guessing game. When you track the right metrics, you see what resonates and what gets ignored. Focus on repeating what works and testing new angles. Prioritize strong signals—saves and shares, post enough to learn quickly, and stay active in the comments. This combination leads to more stable reach and engagement over time.

    Want to test at scale without getting stuck in editing? Restream Clips helps turn long streams into short clips in minutes. Try it for free by uploading your first video.

    Frequently Asked Questions

    Is posting 6 times a day too often?

    For a testing period—no. It provides a large volume of data for analysis. But watch quality: better 6 good posts than 6 mediocre ones. If you use AI clipping, it doesn’t take much time.

    What’s the best way to organically boost engagement?

    Create content people want to save and share: tutorials, checklists, insights. Reply to comments within the first hour, use interactive stickers, and go live. And don’t forget the hook–value–action structure.

    Start today. It’s great to see your audience grow. And with the right tools and strategies, you’ll turn views into a real community.

  • HBO Max Launches Content Clips: How Streaming Giants Copy Creators’ Strategy

    HBO Max Launches Content Clips: How Streaming Giants Copy Creators’ Strategy

    Warner Bros. Discovery announced the launch of HBO Max Shorts — a new vertical feed in the Max app that will show subscribers short clips from content they don’t have access to. According to Digital Trends, the feed includes trailers, clips, and bonus materials, each leading to the full version of a show or movie with a single tap. This move marks another step in how streaming giants copy creators’ strategy by adapting viral formats to their platforms.

    How HBO Selects Scenes for Clips

    The company uses its own machine learning tool that scans the content library and looks for emotionally charged moments capable of intriguing viewers. However, human editors make the final decision on publication. This hybrid approach allows combining the speed of algorithms with human intuition for truly captivating scenes.

    Why Streaming Services Copy Creators’ Strategy

    Content clipping is one of the main audience growth tools for creators like MrBeast, who spend hundreds of thousands of dollars on editing teams. Disney, Netflix, and Paramount have already integrated short content into their apps. Peacock attracts over 100 million monthly views on YouTube through clips, Paramount around 60 million, and the HBO Max channel brings in over 120 million monthly views.

    HBO Max Launches Content Clips: How Streaming Giants Copy Creators' Strategy

    These numbers show that short videos have become not just a trend but a necessity for retaining audience attention. Streaming giants have realized that users are accustomed to fast content consumption on platforms like TikTok and YouTube Shorts, and are now adapting this model to their ecosystems.

    Advantages and Risks of HBO’s Strategy

    The new feed attempts to replicate the viral effect of TikTok and YouTube within its own app, keeping viewers in the Max ecosystem. This helps reduce user churn to external platforms and increase watch time within the service.

    However, this approach may limit viral distribution that external platforms provide. When clips remain only within the app, they lose the ability to attract new users through social networks. The strategy’s success will depend on the quality of the recommendation algorithm and how accurately it can predict viewer interests.

    HBO Max Launches Content Clips: How Streaming Giants Copy Creators' Strategy

    Frequently Asked Questions

    When will HBO Max Shorts become available to all users?

    Currently, the feed is being tested on iOS users in the US. Expansion is planned later, but exact dates have not been announced yet.

    How is HBO Max Shorts different from clips on YouTube?

    Clips in the Max app lead to full versions within the service, not to external platforms. This creates a closed ecosystem where each view potentially converts into a subscription or user retention.

    How long does it take to clip a stream?

    The time depends on the volume: automatic clipping can take minutes, manual clipping hours. For a 2-hour stream, a professional editor spends about 30 minutes. Using machine learning tools can reduce this time to a few minutes, but final processing still requires human oversight.

    HBO Max Launches Content Clips: How Streaming Giants Copy Creators' Strategy

    Conclusion

    The launch of HBO Max Shorts is a logical step in the evolution of streaming services, which are increasingly borrowing tactics from content creators. Short videos are becoming not just an addition but a key element of audience retention strategy. However, success will depend on the balance between internal distribution and the viral potential of external platforms.

    Want to clip your streams and podcasts? Order 20 clips from one stream — we’ll package highlights in 9:16 format for TikTok, YouTube Shorts, and Reels with subtitles and no quality loss. Start attracting new audiences today!