Side-by-side comparison of AI visibility scores, market position, and capabilities
$150M seed at $800M valuation in Jan 2026, led by a16z and Lightspeed. Commercializes the open-source vLLM inference engine for enterprise LLM serving.
Inferact commercializes vLLM, the most widely used open-source LLM inference engine, for enterprise deployments. The company provides a managed platform, premium performance optimizations, and enterprise support around the open core, targeting teams that need high-throughput, cost-efficient inference at production scale.
Alphabet (GOOGL) cloud platform with $43.2B revenue and #3 global market share; BigQuery data analytics, Vertex AI/Gemini, and GKE competing with AWS and Azure for enterprise cloud and AI workloads.
Google Cloud is Alphabet's cloud computing platform — providing infrastructure (compute, storage, networking), managed data services (BigQuery, Cloud Spanner, Firestore), Kubernetes and container management (Google Kubernetes Engine, the origin of Kubernetes), AI/ML infrastructure (TPUs, Vertex AI, Gemini APIs), and developer tools to enterprises, startups, and developers globally. Listed under Alphabet (NASDAQ: GOOGL), Google Cloud generated $43.2 billion in revenue in fiscal year 2024 and achieved its first full year of consistent operating profitability, representing approximately 11% of Alphabet's total revenue.
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