AI use cases for IT & Software Engineering
4 documented implementations
Deepgram 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