02/22/2026
The hidden risks of relying solely on public cloud GPUs
Artificial intelligence is no longer an experimental playground for startups. It has become core infrastructure for logistics companies optimizing routes, fintech platforms detecting fraud, retailers forecasting demand, and marketing teams generating personalized campaigns at scale. And behind every AI initiative […]
02/21/2026
How long-term AI contracts stabilize compute infrastructure returns
AI infrastructure is expensive, complex, and capital-intensive. GPUs, high-speed networking, storage, and power all require significant upfront investment. Yet many companies still approach AI compute as if it were a short-term, on-demand resource. This mismatch creates volatility. In reality, the […]
02/20/2026
How to run a loyalty program via Telegram bot
Loyalty programs have long been one of the most effective ways to retain customers and encourage repeat purchases. Traditional methods such as physical loyalty cards, punch cards, coupons, or even email-based reward systems often fall short in today’s fast-paced, mobile-first […]
02/19/2026
Why GPU depreciation works differently in the age of AI
For decades, hardware depreciation followed a predictable pattern. Servers, storage, and networking equipment steadily lost value as newer, faster, and cheaper alternatives entered the market. CFOs could model depreciation schedules with confidence, and infrastructure decisions were largely a matter of […]
02/18/2026
Compute yield explained: how returns are generated from AI workloads
AI is often discussed in terms of models, accuracy, and innovation. But behind every successful AI product or platform lies a more fundamental question that business leaders increasingly ask: how does AI actually generate returns? The answer is not abstract. […]
02/17/2026
Top 10 CRM metrics every manager should monitor
In today’s competitive business environment, customer relationships are everything. Managing leads, nurturing prospects, and keeping existing clients happy is no longer just a “sales task” – it’s a strategic priority. That’s why CRM systems have become indispensable for modern companies. […]
