Tool Comparison

In March we broke down how LLM benchmarks actually work – GPQA Diamond, SWE-bench, Chatbot Arena. In April we tested 53 models and found that the quality gap between the top models is tenths of a point – while the price gap spans three orders of magnitude.

Now for the next question. What if the benchmarks themselves are starting to break?

The AI model market in 2026 works differently. The cost per query ranges from $0.0001 to $0.17 – three orders of magnitude. And the actual quality difference between the top ten models? 0.24 points on a five-point scale. Meanwhile, Wharton / GBK Collective reports that a third of corporate AI projects never get past the pilot stage. And Epoch AI shows that only 5.6% of users apply AI in any genuinely deep way.

Maybe the question isn’t which model is best, but whether paying a premium delivers proportionally better results for typical management tasks.

We tested it. The answer was harsher than we expected.

Millions of people in Russia use Alice every day – not because they choose to, but because it’s free, built into Yandex Browser, and works without a VPN. YandexGPT, the model under Alice’s hood, is the best Russian model in our benchmark, but it’s still a long way behind GPT-5.4.

Can you get answers from it that come close to GPT, if you learn how to ask the right way? We tested exactly that in an experiment: ten prompting techniques, six management tasks, two independent LLM judges. The short answer: yes, you can – but not every technique works, and some make things worse.

Below are the concrete templates you can copy into the chat right now, and the anti-patterns to steer clear of.

This week, Sber unveiled GigaChat Ultra – a new flagship model with a reasoning mode (Thinking). The model is available for free via web, mobile apps, and a Telegram bot. We immediately added both variants to our AI model research for managers: ran them through all 32 scenarios using our unified methodology, scored them with both LLM judges, and compared against the other 52 models.

Can an open-source Chinese model beat the closed flagships from OpenAI and Anthropic on availability? Based on our independent testing, the new Kimi K3 (released July 16, 2026) took 2nd place out of 47 models. The only model above it is GPT-5.6 Sol, which is blocked in restricted markets – which makes Kimi K3 the strongest model available without a VPN in markets where the Western flagships are restricted.

We conducted a large-scale study: 52 models, evaluations from two independent LLM judges, across 8 categories of management tasks. This is the most comprehensive Russian-language AI ranking for managers available today.

The question remains the same: which AI actually works for a manager in Russia – without VPN, without workarounds?