GPT

The Real Costs of Using Claude and GPT for Russian Businesses Exposed

Accessing generative AI models like Claude and GPT has become straightforward for Russian companies, yet calculating their true expenses remains complex. Hidden factors such as intermediary commissions, currency conversion rates, taxes, and the often-overlooked costs of model reasoning tokens can double or triple initial estimates. Founder Vitaly Nagay of the Heli service analyzed these financial and organizational risks for Russian firms relying on foreign AI providers. In one example, a support department processing 20,000 monthly queries sees costs rise from $240 to $480 when reasoning tokens are included. Nagay recommends evaluating providers by dividing actual ruble charges by the model's official dollar pricing to reveal hidden markups. Additional concerns involve data control, document compliance, and access history when employees use personal subscriptions. Companies are advised to verify billing details, data storage policies, and issue dedicated API keys with spending limits before procurement.

OSINT for the Lazy Part 19: AI as a Core Tool in Modern Intelligence Gathering

The article examines how artificial intelligence has transformed OSINT from a manual discipline into a scalable, automated process capable of handling massive data volumes. It details specific AI technologies including NLP models such as BERT, GPT and LLaMA for text analysis, computer vision tools like GeoSpy and Picarta for geolocation, and multimodal systems for processing mixed data types. Machine learning techniques for anomaly detection and Graph Neural Networks are presented as methods for uncovering coordinated campaigns and hidden networks. The piece also covers LLM agents that autonomously plan and execute multi-step OSINT tasks while stressing the continued necessity of human oversight for ethical judgment and verification. Limitations, ethical risks around privacy and attribution, and the growing asymmetry between state and independent actors are highlighted as critical concerns.