Every entry has a company, a situation, the tools they used, and a measurable result. No theory.
455 cases
Woven by Toyota is the mobility technology subsidiary of Toyota Motor Corporation, developing autonomous driving software across the full perception, planning, and control stack. To eliminate the manual, frame-by-frame video review that bottlenecked their bug classification workflow, the team built AutoTriage — a video AI agent powered by W&B Weave and Gemini 2.5 Pro that automatically classifies driving system failures. The result was a 10x increase in the speed and scale of triage with the same team and resources.
Brian Impact Foundation, a Korean nonprofit supporting social innovators through grants and fellowships, deployed Claude to build a candidate evaluation platform called BEES (Benevolence Enhancing Expert System). With a team of just 13 people managing millions in grants, Claude enabled them to review 20,000 fellowship candidates in a single year—100 times more than the year prior—with three times as many reviews per candidate.
The Texas A&M University System is one of the largest higher education systems in the United States, encompassing 11 universities, 8 state agencies, and a statewide emergency management network that collectively educates over 153,000 students while defending against state-sponsored hackers and cybercriminals. Faced with a massive threat surface spanning 25,000 endpoints, the system’s cybersecurity team deployed Elastic Security for Endpoint, using its machine learning capabilities and automation layer to unify data from hundreds of sources into a single interface. The result: incident resolution time dropped from months to two hours—a 99% reduction—while automated documentation saved over 100 analyst hours per month.
Tabnine integrated Claude 3.5 Sonnet via Amazon Bedrock into its AI coding assistant, serving over 1 million monthly developers. The migration delivered 50% faster response times, a 20% increase in free-to-paid conversions, and a 20-30% reduction in churn—while meeting strict security and compliance requirements for regulated industries.
Amazon BedrockPolaris Transportation Group, a North American LTL cross-border freight carrier, deployed UiPath automation across customs clearance, order creation, and freight documentation workflows. The program automated 85% of customs documents, reduced order creation time by 90%, and enabled 30% of orders to flow through with no employee intervention.
LTM is a global technology consulting and digital solutions company operating at scale across highly competitive talent markets. The company deployed Snowflake’s AI Data Cloud, Cortex AI, and Snowpark to unify fragmented HR data and build a machine learning model that predicts candidate onboarding probability 25–30 days before a start date. The result: an 80% prediction accuracy rate, 70% reduction in total cost of ownership, and a hiring process transformed from reactive to proactive.
Bolt by StackBlitz is a vibe coding tool that lets users build full applications in natural language, with built-in integrations for databases, payments, and deployment. The company built a design system agent on the Claude Agent SDK that consolidates fragmented design assets—Storybook, GitHub repos, npm packages, Figma tokens—into a unified representation in one autonomous run. After a ~53-minute setup, any PM or designer can generate production-ready, on-brand prototypes in roughly 5 minutes each, with minimal engineer rework needed to ship.
Emirates Insurance is a UAE-based insurer operating across commercial lines, retail, and international business for over 40 years. The company deployed Snowflake’s AI Data Cloud on Azure to automate reconciliation, document processing, and claims workflows. Within three months, the platform automated 380 hours of manual work and accelerated motor claims registration by 30–40%.
Hermes Germany, the country’s second-largest parcel carrier and a designated critical infrastructure operator, replaced an unstable on-premises SIEM with Elastic Security on Google Cloud. The migration cut licensing and operational costs in half while giving the security team complete visibility across 40,000 handheld delivery scanners that the previous platform could not afford to ingest.
Experian Employer Services is a data-driven compliance and workforce solutions company serving 25,000 employees across multiple regulated markets. The company deployed the Gong Revenue AI Operating System to replace fragmented, manual sales forecasting with a unified, real-time intelligence layer. The result was a 25% increase in win rates and 10% growth in sales volume through AI-driven deal prioritization and risk identification.
Experian’s Data Office in the UK manages mission-critical consumer and business information infrastructure for one of the world’s largest credit bureaus. Facing seven legacy .NET Framework applications that required manual modernization, the team used AWS Transform — an agentic AI service for .NET migration — to automate code transformation and wave planning. The result: approximately 300 engineering days saved, 687,600 lines of code transformed, and 40% reduction in developer effort across seven applications.
AWS TransformAmazon Q DeveloperReal Chemistry is a global partner to life sciences and healthcare companies, building AI-powered analytics for patient journey mapping, rare disease identification, and campaign effectiveness measurement. Building custom AI applications for non-technical healthcare analysts previously required six months to a year of dedicated engineering per tool. After adopting Databricks Apps with Agent Bricks for agentic application development, Real Chemistry cut proof-of-concept timelines to one week, deployed production-level applications across the org in under three months, and gave 200+ users self-service access to AI workflows that previously required specialist support.
LY Corporation operates Japan’s largest digital ecosystem, running messaging app LINE and internet portal Yahoo! JAPAN for over 107 million users across more than 100 services. The company deployed Salesforce Agentforce to handle customer support at scale, with AI agents resolving routine inquiries via chat and email. The result: 80% of cases now close without human involvement, and 48,000 email inquiries are resolved automatically each month.
St. Luke’s University Health Network operates 15 campuses and more than 300 outpatient sites, managing over 2.5 petabytes of patient data and 23,000 employees across a high-value cyberattack target. The network deployed Microsoft Security Copilot as an AI layer connecting its existing Defender, Sentinel, Entra, Purview, and Intune stack to unify threat visibility and automate phishing triage. Security Copilot agents now save nearly 200 hours monthly by autonomously closing thousands of false-positive alerts, while incident reports that once took hours are generated in minutes.
Tipalti, the global payables automation platform managing $75 billion in annual payments for high-growth businesses, migrated to Snowflake AI Data Cloud on AWS and deployed Cortex AI with LLM capabilities, Cortex Semantics Models, Cortex Search, and Snowpark to transform its data engineering and product analytics capabilities. The platform delivers 5x simultaneous query capacity, enables 600+ ad-hoc analyses, and supports 50+ new product features across 10+ internal user groups — with AI bringing analytical insights directly to users without data movement.
FairPrice Group, Singapore's largest grocery and food cooperative serving over 1 million customers daily across 570 touchpoints, deployed a suite of Google Cloud agentic AI systems in Q3 2025 as part of its 'Store of Tomorrow' program. The initiative spans in-cart conversational shopping assistants (18% click rate), Vertex AI-powered inventory search with local cultural context, AI-generated creative advertising at 100x cost reduction, and employee productivity tools—establishing FairPrice as a regional leader in AI-native retail operations.
Emirates Insurance, a UAE insurer operating for over 40 years, deployed Snowflake’s AI Data Cloud on Azure to unify its data and automate manual workflows across business units. The platform integrates with dbt for transformations, Dagster for orchestration, and Qlik for analytics, delivering a 360-degree view of broker and customer activity. Motor claims registration is now 30–40% faster, and the team automated 380 hours of work in its first three months.
HSE is one of Europe’s leading live commerce retailers, reaching over 46 million households across Germany, Austria, and Switzerland through three TV channels, an online shop, and a social commerce app. The company replaced its previous search vendor with Elasticsearch on Elastic Cloud, deploying AI and machine learning features to return more relevant results across a diverse customer base that includes both TV-driven shoppers and digitally native browsers. Within the first six months, HSE saw a 4% increase in search page click-through rates and an 8% improvement in customer satisfaction.
AWS+1Doctolib, Europe’s leading e-health platform connecting 90 million patients with 400,000 healthcare professionals, replaced an outsourced OpenSearch-based SOC with an in-house security operations center built on Elastic Security. The migration cut false positives by 50%, extended data retention from one month to one year, and enabled Doctolib to manage 12 times more log data while reducing cost per terabyte by 83%.
New Mexico's largest county by population deployed C3 AI Property Appraisal to modernize its commercial property valuation process. By unifying millions of data points and applying AI-based Automated Valuation Models, the county achieved a 50-percentage-point improvement in model accuracy and a 3x gain in appraisal equity — all within weeks of going live.
loanDepot deployed Moveworks' AI assistant in Microsoft Teams to automate IT approvals, resolving 2,000 issues monthly and cutting turnaround from days to under 5 minutes.
Smartsheet, a work management platform serving more than 120,000 organizations, deployed Claude across three surfaces simultaneously in early 2026: a customer-facing MCP connector, Claude Code for its 500-plus engineering team, and Claude Enterprise for every employee company-wide. Within weeks, engineers were merging 31% more pull requests, 49% of employees were actively using the platform, and the API integration was running at 60% lower operational cost through prompt caching.
Amazon 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 BedrockClassmethod, a leading Japanese cloud integrator, deployed Claude Code across its engineering teams to address chronic developer shortages. The tool automated code generation, review, and testing workflows, reducing development time by up to 90% on specific tasks and cutting code review time by 80%.
Grupo Falabella deployed Salesforce Agentforce on WhatsApp to handle customer service for Latin America's leading retail chain, autonomously resolving 60% of service requests and growing WhatsApp channel adoption from under 50% to over 70% within three weeks.
Notion is a collaborative AI workspace serving teams of all sizes, known for its flexible pages, databases, and knowledge management tools. The company integrated Claude Managed Agents into its platform to enable users to run multiple concurrent coding and knowledge-work agents directly from task boards, replacing the one-agent-at-a-time model with a genuinely team-scale orchestration layer. A 12-hour prototyping effort collapsed to 20 minutes in early testing, with 30-plus tasks processed in parallel while the team moved on to other work.
Global mobility provider SIXT deployed IBM Instana Observability across 170+ AWS accounts and 2,000+ services, reducing problem detection and resolution time by 70% and detecting availability anomalies 50% faster.
Delivery Hero operates in about 65 countries, connecting customers with restaurants, grocery stores, and shops through local delivery brands and processing over 11 million orders daily. The company built Herogen, an autonomous software delivery agent powered by Claude, which now merges more than 100 pull requests per day—about 9% of all PRs—with an 85% success rate on assigned tickets requiring zero to one developer interactions. In Q1 2026 alone, Herogen delivered 18x its original quarterly goal.
Confluent, a data streaming platform company with 2,000+ employees and 4,000+ customers, deployed Glean to solve the knowledge fragmentation that came with rapid growth from 250 to 2,000+ employees across 20+ systems. Glean indexed the company's full tool stack — Slack, Salesforce, Confluence, and more — enabling instant knowledge retrieval across all teams. The result: 15,000+ hours saved monthly, a 13% increase in support team satisfaction, and over 70% employee adoption.
PepsiCo deployed Celonis process mining across its Global Process Excellence organization to expose root-cause inefficiencies in accounts receivable, accounts payable, and order-to-cash workflows. The platform reduced sales order rejections by 86%, saved over 1,000 hours annually in AP, and unlocked millions in free cash flow by enabling teams to act on real-time process intelligence.