Google Cloud holds a unique position as the only hyperscaler with both a frontier foundation model (Gemini) and custom AI hardware (TPUs) developed entirely in-house, offering a vertically integrated AI stack to enterprise customers.
Core Products
Vertex AI is the unified ML platform for training, tuning, and deploying models including Gemini, PaLM, and third-party options. TPU v5e and v6 provide cost-efficient AI training and inference, competing with NVIDIA GPUs. The Gemini API offers direct access to Google’s most capable models. BigQuery ML integrates machine learning directly into data warehousing workflows. Duet AI (now Gemini for Google Cloud) serves as an AI assistant across Google Cloud console and operations.
Competitive Position
Google Cloud holds approximately 11% global cloud market share, third behind AWS and Azure. Its differentiation lies in the Gemini model family, proprietary TPU hardware, and deep AI/ML research heritage from Google Brain and DeepMind. The vertical integration of model + hardware + platform creates potential cost advantages. However, Google Cloud lacks the enterprise sales muscle of AWS and Microsoft, and customer trust has been periodically shaken by Google’s history of discontinuing products.
Recent Developments
In 2025, Google Cloud launched TPU v6 (Trillium) with 4.7x improvement in peak compute performance over v5e. Vertex AI added Gemini 2.5 integration with native multimodal capabilities. The platform crossed $40B in annualized revenue, growing faster than both AWS and Azure in percentage terms. Google also expanded sovereign cloud offerings and signed major deals with enterprise customers migrating from legacy infrastructure.
Outlook
Google Cloud’s AI-first strategy is gaining traction as enterprises seek alternatives to the AWS-Azure duopoly. The Gemini model improvements and TPU cost advantages provide genuine differentiation. Key challenges include narrowing the enterprise sales gap, maintaining Gemini’s competitiveness against GPT and Claude, and converting Google Workspace’s 3B+ users into Cloud AI customers.