Marketing and content

AI visibility can be measured, but treating it as the equivalent of an SEO position creates a false sense of precision. In ordinary rank tracking, the thing being observed is relatively clear: a URL has an ordinal place in a search result under specified conditions. In AI search, what we usually call visibility is calculated from a sample of generated answers. Those answers may change when the same prompt is repeated, and the sources behind them may change even more. Recent studies have measured substantial run-to-run and day-to-day variation, while official documentation from Google, OpenAI and Yandex shows that the products themselves differ in crawling, retrieval and answer-generation pipelines.

For practitioners, this does not make AI visibility useless. It changes what the percentage means. I find it more useful to read a figure such as 42% as a sample statistic: under a defined set of prompts, platforms and measurement rules, the brand appeared in 42% of the observed answers. That number becomes more useful when you keep the methodology stable, repeat measurements, preserve platform-level data instead of hiding it inside one average, and read visibility together with Share of Voice, answer sentiment, attributable AI referral traffic, external publication reach and branded traffic. This is especially important in the cases that cause the most questions in real projects: a brand appears in ChatGPT but not in another system, or the reported visibility remains almost flat for a month and then jumps by 20–30 percentage points several weeks later.

In light of recent events (restrictions, slowdowns, bans) — “this isn’t allowed,” “this is for the best,” “strictly in the interest of your security,” and so on — the market for proxy providers has grown exponentially in just the last couple of years. 

To be fair, the ”proxy boom” hit right during the golden era of the 2020s, and overall, the growth trend continues to rise. In fact, I believe in the next few years, we will witness a total revolution in automation and related services. Reimagining, repackaging, and rolling out new features — I’m certain we have yet to peak in abilities.

However, the larger the market grows, the breakdown of components becomes much more interesting — to analyze the players, categorize them into subgroups, and highlight the favorites, mid-tier options, and underperformers. There are plenty of services out there, and a good chunk of them are incredibly inefficient and inaccurate. Since I have hands-on experience with many of these players, I'll share my firsthand knowledge, in hopes of it being useful to others.

When these funny (at least to us) girls walked away from our booth, the neighboring exhibitors immediately started saying how lucky we were.

When these funny (at least to us) girls walked away from our booth, the neighboring exhibitors immediately started saying how lucky we were.

Marketers are in a state of panic. SEO is "dead," link-through rates are plummeting, and digital promotion seems futile as LLMs dominate user attention. Naturally, a wave of experts has emerged, offering advice on how businesses can get "noticed" by AI. And, like clockwork, "GEO" (Generative Engine Optimization) services have flooded the market.

In this article, I will explain why SEO isn't going anywhere and why most current theories on GEO are fundamentally flawed.

Every week, I watch tutorials, save articles, bookmark tools, and collect ideas I want to come back to later. But a few days later, the problem shows up: I may remember the topic, but not the details. I know I saw something useful, but I cannot explain it clearly or apply it with confidence.

AI video generators in 2026 allow anyone to create high-quality videos from text prompts, images, or scripts in just minutes. 

This guide explains how the technology works, compares the leading tools on the market, and highlights their strengths, limitations, and best use cases to help you choose the right solution for your creative or business needs.

Telegram is a messenger with a powerful API that allows you to create the most complex bots. Here you can find an assistant for any purpose: to recommend a movie, write a to-do list for the day, and even chat in English. But the problem is that there is no search for bots in TG, so even the coolest tools often go unnoticed.

My team and I have tested dozens of services and selected the most useful bots in Telegram that make life easier. At the time of this article's publication, they are all functional, and almost all of them are free.

Image generation by neural networks has become a 'regular button' alongside familiar design tools. Today, you can create an image from a description in Russian, right in your browser, often without registration and, importantly, for free. Such a 'free image generator' is useful not only for designers: entrepreneurs create product cards and hero banners, SMM specialists create ad creatives and stories, journalists and bloggers create illustrations for their materials, and developers create interface prototypes and game mockups.

Why has this topic become so popular?

If you’re wondering how to promote your Telegram channel and actually get more subscribers — this guide is for you.

I’ve run several Telegram channels and tested dozens of free and paid Telegram promotion methods — from SEO optimization to Telegram Ads.

In this article, I’ll share 10 free ways to promote your Telegram channel that truly work.

These methods are simple, proven, and can help you grow your audience organically — without spending a single dollar.

As a creator who relies on AI to help draft my blog posts, I kept running into a frustrating issue. When I’d copy text from ChatGPT, Claude, Gemini, etc, it looked perfect, but there was something hidden: invisible characters.

Does Telegram promotion actually work?

If done right: YES!

In fact, Telegram is consistently ranked among the top 10 most downloaded mobile apps worldwide — with millions of new users joining every month.

In this post, I’ll show you EXACTLY how to run Telegram ads in 2025.

In fact, this is the exact process I use to grow my Telegram channels and get quality subscribers for just 0.01 TON ($0.03 as of May 15, 2025).

Many of us grew up reading a classic, that was a staple of many home libraries. However, it doesn’t seem to be as prominent as it once was. To understand the ongoing shift in tech coverage, we need to explore its roots.