AI use cases for IT & Software Engineering
9 documented implementations
Matillion's Maia cuts data pipeline creation from 40 hours to 1 with Claude
Matillion, a data integration platform used by enterprises including Cisco and London Stock Exchange Group, built an AI assistant called Maia on Claude that lets users describe pipeline requirements in plain English and automatically generates, migrates and optimizes production-ready data pipelines in Matillion's proprietary YAML-based language. One customer's sophisticated data transformations that took 40 hours now take 1 hour with Maia, and 80% of Matillion's own developers use Claude Code, reporting an average 41% reduction in time spent on pull requests.
MatillionClaude · Claude CodeMoney Forward compresses new developer onboarding from a week to a day with Claude Code
Money Forward, one of Japan's largest cloud financial software companies serving over 17 million users, ran a structured internal evaluation program called MEPAR before rolling out Claude Code company-wide, reaching 80% engineer adoption with over 90% code acceptance. API endpoint implementation time dropped from two days to five hours, a single engineer built the company's entire MCP Server solo in three months, and an automated onboarding command compressed new developer setup from a week to a single day as the company expanded engineering teams into India and Vietnam.
Money Forward· JapanClaude CodeStripe deploys Claude Code to 1,370 engineers with a zero-configuration enterprise rollout
Stripe worked with Anthropic to produce a signed enterprise binary of Claude Code, bypassing npm supply-chain security concerns, and pre-installed it across every engineer's laptop with authentication and configuration already set up. The company deployed Claude Code to 1,370 engineers, and one team used Claude models to migrate 10,000 lines of Scala to Java in four days, a project estimated at ten engineering weeks by hand.
StripeClaude CodePrague Airport improves productivity by bringing AI into everyday work with Microsoft 365 Copilot
Prague Airport deployed Microsoft 365 Copilot, Azure AI Services and Copilot Studio to over 300 employees, using Azure AI Vision for document processing and Azure AI Services to classify restaurant customer feedback, with staff saving up to two hours a week.
Capgemini transforms software engineering with a self-hosted AI assistant powered by Mistral
Capgemini built 'RAISE for Private Software Engineering', an internal, self-hosted AI coding assistant for regulated clients in aerospace, defense and public sectors who require on-premises AI. After switching the underlying model from an open-source LLM to Mistral's Codestral, without changing IDE or CI/CD integrations, code completion accuracy jumped from 50% to 90% and developer adoption rose from 30% to 100% across all client projects, with more than 50 client projects reporting productivity improvements within six months.
CapgeminiMistral Codestral · Mistral Code · Codestral Embed +1Deepgram ships 4-10x more durable code with Claude
Deepgram, which builds speech-to-text, text-to-speech and Voice Agent API models, rebuilt its engineering organization around Claude Code and Claude Enterprise after an internal bake-off and cohort study. Regular and power Claude users produced durable code (code that stayed in the codebase rather than being replaced) at roughly 4-10x the rate of non-users. The company also built Deephive, a multi-agent support system where a central agent spawns parallel read-only workers to diagnose customer incidents, cutting incident triage from multi-day back-and-forth to minutes, and its most productive engineering team now runs about 95% Claude-written code.
DeepgramClaude Code · Claude EnterpriseCarvana turns Slack alerts into production fixes with Claude Tag
Carvana, the online car retailer, replaced two homegrown Slack bots with Claude Tag, giving individual teams their own scoped data-warehouse access via per-team identities and bundles of instructions, tools and access. Claude Tag monitors Slack channels for production monitoring alerts, automatically investigates root causes, identifies the owning team, and can open a pull request for review before a human merges the fix. The rollout cut alert volume in the retail science channel by 56% by resolving recurring root causes, and reduced time-to-answer for the wholesale platform team's issue and alert triage by 65%.
CarvanaClaude TagLeague cuts product development cycle times in half after company-wide Claude rollout
League, a digital health platform, signed a Claude Enterprise agreement and went live company-wide within days, then held a 48-hour internal event pushing teams to ship real backlog items to production. Claude adoption reached 98% (up from ~80% at rollout), cycle time from idea through pull request fell by half, AI-authored code rose from about 70% to 98%, vendor security risk assessments dropped from multiple weeks to 15 minutes (49 of the last 53 validated safe by Claude and signed off by a human), and one customer implementation landed two months ahead of schedule.
LeagueClaude Enterprise · Claude Code · SwarmDoctolib accelerates developer productivity with Claude Code
Doctolib, Europe's leading healthcare technology platform serving 420,000 health professionals and 90 million patients, rolled out Claude Code across its entire engineering team after piloting with 30 engineers. The platform team built a centralized repository of reusable prompts, custom commands, and subagents for documentation, testing, code review, and debugging. Claude Code migrated the company's entire legacy visual regression testing infrastructure in hours instead of weeks, automatically updates technical documentation on every code change, and now handles pull request reviews instantly through automated Claude-powered reviews on their main infrastructure repository.
DoctolibClaude Code