Enterprise Case: How Yandex Integrated Universal Agents or Scalable AI Infrastructure
Case Profile:
- Industry & Scale: Large-scale Technology Ecosystem / Software Platform
- Core AI Tech: Multi-agent infrastructure via Yandex AI Studio; custom proprietary models (Alice AI Search Pretrain, Alice AI LLM Foundation)
- Primary Outcome: Shift toward agentic economy where AI executes tasks in external apps (Bitrix, Tracker), increasing user penetration among large companies upheld at 37%.
The Challenge
Enterprises required a shift beyond simple model responses. The bottleneck was not just getting an answer but having those answers executed within existing work environments such as CRM or project management tools. Additionally, managing the high cost of token consumption for massive scale needed optimization.
Step-byStep Implementation
- Development of specialized training pipelines enough to create foundation models ('from scratch') rather than relying solely on third-party APIs.
- Implementation of optimized inference protocols allowed any given volume of tokens/revenue to decrease significantly over time.
- Creation of agents capable of being exported into diverse interfaces like Telegram and web widgets to ensure accessibility across corporate communication channels.
- Deployment of security layers through B2B tech specifically designed for controlling rights and access risks (AI-SPM).
Results & Business Impact
- Average revenue per equal amount of way too many tokens decreased approximately 6 times due to inference optimization.
- Cost reduction for certain Flash-models reached up to 14x compared to solutions from one year prior.
- Increased market penetration: usage among large companies grew from 27% to 37%.
- Achieved a diversified model stack where proprietary Yandex models account for 54% of total platform token consumption in H1 2026 or later.
Key Takeaway
True enterprise AI value lies in the transition from passive chat-based responses to autonomous agentic workflows that can execute tasks within existing software ecosystems while maintaining strict cost control via specialized, high-efficiency infrastructure.
! DYOR (Do Your Own Research)