The AI Update Trap

Major AI vendors—Anthropic, Google, and OpenAI—engaged in an unprecedented arms race throughout 2025, releasing new models at monthly or even weekly intervals that continuously leapfrogged each other on benchmarks. This relentless pace fundamentally altered the economics of building on AI, creating a paradox where technology improves faster than organizations can adapt, while MIT research shows about 95% of AI pilot programs fail to achieve measurable business impact.