Artificial intelligence is changing software faster than any technology we've seen in decades. While much of the conversation focuses on AI capabilities, an equally important challenge is emerging: how should companies monetize AI? Should AI features be included in existing subscriptions? Should...
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Ali Naqvi
Ali Naqvi is a Product Marketing Manager at LogiSense, where he focuses on monetization strategy, usage-based business models, and the evolving economics of SaaS, telecom, and AI-driven services. With over a decade of experience in B2B marketing and demand generation, Ali writes about the intersection of pricing innovation, quote-to-cash transformation, and monetization infrastructure. His work explores how organizations can adapt their commercial operations to support hybrid pricing models, AI consumption, and the growing complexity of modern digital services.
Artificial intelligence has quickly become embedded in modern business. From software applications and communications platforms to connected devices and enterprise workflows, AI is no longer a standalone capability. It is becoming another component of the products organizations deliver every day. ...
Telecom operators see what is happening in AI infrastructure right now, and many do not want to be reduced to bandwidth providers while hyperscalers capture the majority of the value. That is why operators across Europe and Asia-Pacific are investing in AI-ready data centers, edge compute...
Artificial intelligence is forcing software companies to rethink nearly every aspect of their business. Product development cycles are accelerating, cost structures are changing, and traditional SaaS pricing models are being challenged. One company at the center of this transformation is Fin, the...
At The Usage Economy Summit 2024, Vijay Niles, Senior Solutions Architect at Amazon Web Services, delivered a keynote that cut through the hype around Generative AI and went straight to the hard questions that matter to IT leaders, product leaders, and CFOs. How do you price AI capabilities in a...
Artificial intelligence is beginning to place new pressures on enterprise infrastructure, but not in the way many expected. Much of the AI conversation still revolves around massive foundation models, billion-dollar GPU investments, and speculative “moonshot” projects. Meanwhile, a quieter...
The pace of innovation in AI and agent driven capabilities has created an entirely new operating reality for software companies. Features are shipped faster than organizations can operationalize them, customer expectations evolve overnight, and the pressure to monetize emerging capabilities grows...
Artificial intelligence is rapidly changing how software is built, delivered, consumed, and monetized. But while much of the industry conversation has focused on AI capabilities, copilots, and productivity gains, a far less discussed issue is beginning to emerge behind the scenes: AI is...
Agentic AI is being positioned as the next major efficiency lever for telecom operators. Autonomous agents that can troubleshoot network issues, optimize routing, resolve billing disputes, upsell intelligently, or even orchestrate service provisioning promise a step change in operational...
The acceleration of AI has rewritten many of the assumptions that once guided SaaS growth. Product categories are shifting, cost structures are no longer predictable, and customer expectations have risen sharply. In this environment, founders and GTM leaders must navigate a landscape where...
