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For months, we've been giving LLMs direct access to tools through function calling - essentially teaching them a foreign language of special tokens and JSON schemas. It works, but it's inefficient and expensive.

Small and medium-sized businesses in Ukraine are becoming increasingly interested in artificial intelligence (AI) as a tool for automating routine tasks and improving efficiency. However, the market still lacks high-quality ready-made AI solutions, which creates a significant opportunity for new, useful services. This research explores potential niches for launching AI-based products aimed at Ukrainian users. The main focus is on automating business processes within the small and medium business (SMB) segment, with an emphasis on industries that currently face low competition — including unconventional sectors. Several promising B2C niches are also examined. For each niche, the analysis includes: the industry or field, specific automation tasks, examples of possible AI solutions or services, the level of competition in Ukraine, and international analogues.

Cybersecurity today is no longer a narrow technical topic — it’s part of our daily lives. In 2025, it covers everything connected to the Internet: smartphones, laptops, smartwatches, security cameras, banking services, even household appliances. Cyber threats are no longer limited to governments or big corporations — each of us is a potential target. Why does it matter? Data has become a commodity — it’s bought, sold, and stolen. Your photos, chats, banking passwords, or even your shopping history all have value for attackers. Losing them can mean not only financial damage but also reputational or even physical risks.