AI adoption: why 90% of business pilots never reach production
By March 2026, only 7–10% of Russian generative AI pilots had reached full deployment. Companies froze, rebuilt or shut down the rest. The main causes are weak integration with CRM and ERP systems, no tangible financial return, half-baked multimodal scenarios, and extra spending on security, infrastructure and team training. Many launch dates have slipped to the end of 2026.
AI-processed from CNews AI; edited by Hamidun News
AI adoption has delivered weak results: by March 2026, large Russian companies had taken only a small share of their generative AI pilots to full deployment.
What percentage of AI adoption projects reach production in
Russia? According to the consulting firm "Intellektualnaya Analitika", only 7–10% of pilot projects launched by large businesses in 2025 made it to production use.
Why do companies fail to take AI projects to production?
Most initiatives involving LLMs, chatbots and agents stayed in test mode, were reworked for narrower tasks, or were shut down entirely.
How many AI pilots reach production in Russian business?
According to the consulting firm "Intellektualnaya Analitika", only 7–10% of pilot projects launched by large businesses in 2025 made it to production use.
Why is Russian business freezing AI projects?
Most initiatives involving LLMs, chatbots and agents never left test mode, were reworked for narrower tasks, or were shut down altogether.
Key Questions Answered
What percentage of AI adoption projects reach production in Russia?
According to the consulting firm "Intellektualnaya Analitika", only 7–10% of pilot projects launched by large businesses in 2025 made it to production use.
Why do companies fail to take AI projects to production?
Most initiatives involving LLMs, chatbots and agents stayed in test mode, were reworked for narrower tasks, or were shut down entirely.
How many AI pilots reach production in Russian business?
According to the consulting firm "Intellektualnaya Analitika", only 7–10% of pilot projects launched by large businesses in 2025 made it to production use.
Why is Russian business freezing AI projects?
Most initiatives involving LLMs, chatbots and agents never left test mode, were reworked for narrower tasks, or were shut down altogether.
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