Software companies, cloud providers, and developer platforms. 16 real deployments, each with sources, reported outcomes, and caveats.
Software Engineering·Amazon Web Services (Professional Services)
Infrastructure-as-code development per application fell from 3 to 4 weeks to minutes, from AWS's internal project tracking data, across a portfolio of over 300 applications.
Sales & Marketing·Reactiv
Reactiv reports an 80% cut in merchant configuration time, 33% faster time to production, and scheduled jobs dropping from over 10 minutes to about 5.
Sales & Marketing·Amazon Web Services (Sales)
More than 120K prompts submitted since launch; up to 2 hours a week saved per rep in the human-in-the-loop workflow; 41% lower latency; seven AWS accounts consolidated into one runtime.
Sales & Marketing·OpenRouter
About 600 hours a month returned to the sales team and a 34% faster deal cycle, at about $30 a day, per OpenRouter. The post says not all of the gain is Rasp.
Internal Tools·Monte Carlo
150+ agents, skills and projects catalogued in one week; one agent's accuracy on an internal eval rose from 78% to 97%; a 2-3 hour report now takes 15 minutes.
Software Engineering·Coupa
500+ users, 234 agents and 15,600+ automated tasks a week; 50% less ticket investigation time and 75% of support queries resolved autonomously.
Sales & Marketing·Anthropic
Work that took about 30 minutes per ad now takes about 30 seconds; the plugin can make up to 100 ad variations at once.
Software Engineering·Aider (open source)
Aider's release notes report that Aider wrote up to 88% of the code in a release (v0.86.0, August 2025).
Customer Support·Salesforce
About 1.5M customer conversations handled by agents, with CSAT about the same as humans; support headcount went from ~9,000 to ~5,000.
Software Engineering·Cloudflare
A working OAuth 2.1 provider library for Cloudflare Workers, written mostly by Claude and reviewed by Cloudflare engineers.
Research·Sakana AI
One of three fully AI-generated submissions cleared the acceptance bar at the ICBINB workshop (scores 6, 7, 6).
Software Engineering·Google
Across 39 migrations, about 74% of code changes were LLM-generated; developers estimated a 50% cut in total migration time.
HR & Recruiting·IBM
94% containment of common questions, 75% fewer HR support tickets since 2016, and a 40% cut in HR operating costs over four years.
Customer Support·Intercom (and its customers)
Average resolution rate of 66–67% across about 6,000 customers, up from about 51% at launch.
Sales & Marketing·Vercel
Inbound SDR work went from about 10 people to 1 plus a part-time person; the agent costs about $5,000 a year to run (as reported).
Software Engineering·Amazon
30,000 apps upgraded. Amazon estimates 4,500 developer-years saved and $260M a year from performance gains.