Platforms for building, training, deploying, and governing machine learning models, including ML orchestration, model serving, and AI development environments.
30
Use Cases
29
Tools
30
Companies
ML Platform Tools
Fully managed service for foundation model deployment
Managed infrastructure for deploying and orchestrating AI agents at enterprise scale
Fully managed machine learning platform for building, training, and deploying models
Azure-hosted OpenAI models for enterprise AI applications
No-code AI data analysis platform by C3 AI for building ML models without writing code.
Generative AI platform by C3.ai for deploying foundation model-powered applications in the enterprise.
Anthropic Claude API for building AI-powered applications
Anthropic Claude models deployed via Google Cloud Vertex AI
AI development and deployment platform by Anthropic for building applications powered by Claude models.
Unified lakehouse platform for data engineering, analytics, and AI
Enterprise-grade Gemini AI with pre-built connectors and no-code agent builder
Generative AI capabilities by ServiceNow embedded across the platform for summarization and automation.
Google multimodal AI model family
Google Cloud unified ML platform for building, deploying, and scaling AI models
Quantum computing platform by IBM providing access to quantum hardware and simulators for research.
IBM AI platform for enterprise applications
Integrated AI platform by IBM watsonx for building and governing AI models across hybrid cloud environments.
AI orchestration platform by IBM watsonx for coordinating multi-agent workflows and automating tasks.
AI studio by IBM watsonx for building, training, and deploying machine learning models in the enterprise.
AI governance platform by IBM watsonx for monitoring model risk, fairness, and regulatory compliance.
Machine learning technique for processing and understanding human language in text data.
Reinforcement learning framework for robot skill training through simulation.
Robot simulation platform for developing, testing, and training AI-based robots in photorealistic environments.
Platform for building and operating 3D applications and digital twins using Universal Scene Description (OpenUSD).
Generative AI platform by OpenAI providing LLM APIs for building intelligent applications.
AI and ML product by ServiceNow for predictive routing, categorization, and intelligent automation.
API optimization feature by Anthropic reducing latency and cost for repeated context in Claude requests.
Built-in AI and ML capabilities within the Snowflake Data Cloud
AI and ML development platform by Google Cloud for training, deploying, and managing models at scale.
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Use Cases (30)
TaskUs is a leading outsourced digital services company providing next-generation customer experience (CX) for innovative global brands. To move beyond flat-file embedding storage and scaling limitations, TaskUs built TaskGPT—a proprietary GenAI platform—with Pinecone as the core vector database for semantic search, RAG-based knowledge retrieval, and client-specific recommendations. The result: a 20% reduction in average handle time and a 5% increase in customer satisfaction across client deployments.
Amazon BedrockIcatu Seguros, one of Brazil’s largest life and pension insurers, deployed A.V.I.—a WhatsApp-based AI assistant powered by generative AI and orchestrated by n8n—to put real-time quoting and product information directly in brokers’ hands. The assistant reduced quotation time from roughly five minutes to under 40 seconds, now serves more than 1,000 brokers daily, and earned second place at the Gartner Eye on Innovation Awards for Insurance 2025.
Morrisons, one of the UK’s largest supermarkets serving nine million customers weekly across 500 stores, migrated its on-premise data warehouse to BigQuery and Looker, reducing reporting lag by 98.96% from one day to 15 minutes. Real-time data now powers Vertex AI demand forecasting models and a customer-facing Product Finder app that receives 50,000 hits per day during peak periods.
Giles AI, a London-based healthcare AI startup, built its medical research assistant on Google Cloud using Vertex AI, Gemini Pro, and Document AI to help researchers extract structured insights from millions of scientific articles. The platform achieved 95% accuracy in data extraction, a 98% agreement rate with human researchers, and helped one clinical customer cut research task time by 85%.
Fifth Dimension, a global AI platform for commercial real estate asset managers and owner-operators, built a multi-model workflow on Google Cloud using Gemini for large-scale document ingestion and Claude for high-precision reasoning. The platform compressed investment memo drafting from days or weeks to just 30 minutes and achieved 99.9% reliability for multi-hour workflows, driving deals with top-10 U.S. asset managers.
Etsy, the global marketplace for handcrafted and vintage goods, serves nearly 90 million buyers across more than 130 million listings from 5 million sellers. Using Vertex AI, BigQuery, Dataflow, and Gemini, the company built a personalized search and discovery platform it calls “algotorial curation” — increasing listings per theme by 80x, driving a 5% lift in SEO-driven visits, and delivering a 3% conversion improvement for sellers.
Class Editori, a leading Italian media company specializing in finance, fashion, and lifestyle with 40 years of content archives, partnered with Softlab to build MFGPT on Google Cloud — one of Italy’s first generative AI agents in the media industry. The system unified four decades of journalistic archives and real-time financial data into BigQuery, powered by Gemini and Vertex AI, converting trial users into paid subscribers and securing B2B enterprise agreements with major financial institutions.
AXA Switzerland, the country’s leading insurer covering over 40% of Swiss companies, migrated its entire data infrastructure to Google Cloud and deployed BigQuery, Vertex AI, and Gemini to become a data-driven organization. The transformation reduced complex query times from days to minutes or seconds and generated a high double-digit million Swiss franc profit improvement through Smart Data initiatives.
Fifth Dimension, a UK-based AI analytics company serving the real estate industry, migrated to Google Cloud to overcome critical infrastructure bottlenecks. By adopting Vertex AI, Cloud Run, and serverless architecture, the company achieved 50x processing scalability, 6x revenue growth, and a 30% reduction in infrastructure costs — all within a rapid growth trajectory from founding in 2023 to global scale by 2025.
Yoodli is an AI-powered experiential learning platform that helps enterprise sales teams practice high-stakes conversations before they happen. By integrating Claude into its real-time roleplay engine, Yoodli delivers realistic AI personas that coach reps at scale — helping customers like Snowflake and Google Cloud achieve measurable performance gains.
Thomson Reuters integrated Claude via Amazon Bedrock into its AI platform, CoCounsel, to make the expertise of 3,000+ subject matter experts and 150 years of authoritative content accessible to legal and tax professionals. The solution combines Retrieval-Augmented Generation (RAG) architecture with multi-model deployment to deliver comprehensive, accurate professional analysis. Early adopters report dramatic efficiency gains, with some estimating task time cut in half or more.
Amazon BedrockLenovo's Solutions and Services Group deployed ServiceNow Technology Provider Service Management and generative AI to unify its global Device-as-a-Service operations across 400+ enterprise customers. The platform streamlined onboarding, integrated third-party tools, and enabled self-service portals — delivering measurable gains in customer satisfaction and retention within a single year.
VideoAmp consolidated its entire data warehouse onto Snowflake, achieving 90% cost reduction, 10x performance improvement, and cutting data backfilling from 5 days to 13 hours.
Penske Logistics migrated to Snowflake and leveraged Cortex AI to build a gen AI summarization model in under 15 days, generating company-wide BI reports spanning 5 years in just 15 minutes.
Replit on Microsoft Azure democratized software development so that 75% of enterprise users are non-engineers, compressing development timelines from weeks to minutes with natural language.
French biotech Phagos uses Amazon SageMaker AI to match phages to bacteria 99.5% faster, cutting treatment development from 10+ years to 2 months and reducing wet lab testing by 50%.
Amazon SageMaker AICox Automotive deployed 17 production AI agent solutions using Amazon Bedrock AgentCore, reducing estimate completion from 48 hours to 30 minutes, achieving 3x consumer response rates, and projecting 17,000 hours saved.
Amazon Bedrock AgentCoreAmazon BedrockPinterest built an AI-powered discovery engine on AWS processing 18TB daily, delivering 10 million AI recommendations per second across 10,000+ GPU instances, driving 17% revenue growth and 70% AI-driven discovery.
Amazon SageMaker AIAmazon BedrockPostman selected Claude Opus 4.6 as the default model for Agent Mode, saving developers up to 1,150 hours per year and nearly $1M annually for a 10-person team in API development automation.
Amazon BedrockCogent built an AI-powered cybersecurity platform with Claude as the reasoning layer, reducing critical vulnerability exposure from days/weeks to minutes — a 97% reduction — while reclaiming 40+ hours monthly from manual reporting.
Gordon Food Service deployed Gemini Enterprise across 7,000 employees, saving 20,000+ hours monthly through AI-powered digital co-workers with no-code agent creation.
Super-Pharm leveraged Google Vertex AI for ML-powered demand forecasting, improving inventory accuracy from 50% to 90% and making forecasting 10x more efficient.
EVERSANA built the first AI-powered marketing agency platform on Google Cloud using three master AI agents that create complete pharma campaigns in 30 minutes.
Shopify built Sidekick, an AI commerce assistant powered by Claude Sonnet on Google Vertex AI, enabling millions of merchants to reach their first sale in days instead of weeks.
Humana replaced its legacy IVR system with an IBM Watson-based conversational voice agent that handles 7,000+ provider calls daily, completing inquiries in 2 minutes at one-third the previous cost.
UFC partnered with IBM to build the UFC Insights Engine using IBM watsonx Orchestrate, tripling insight volume while reducing query generation time by 40% across 40+ annual live events for 700 million fans worldwide.
Moderna partnered with IBM Quantum to explore quantum computing for mRNA sequence optimization, achieving record-breaking simulations of 60 nucleotide sequences on 80 qubits and advancing toward practical quantum advantage in drug development.
Scuderia Ferrari HP partnered with IBM Consulting to reimagine their mobile fan app using IBM watsonx AI, delivering AI-generated race summaries, personalized content, and interactive features that doubled daily active users and increased in-app engagement by 35%.
Agility Robotics used NVIDIA Isaac Sim and Isaac Lab to train their Digit humanoid robot, reducing controller development from weeks to days through billions of simulation steps.
Blue Origin deployed 2,700+ AI agents with 70% company-wide adoption, achieving a 90% reduction in hardware development time using Amazon Bedrock.
Amazon Bedrock