An AI operations firm runs agents for 25 companies on one protocol layer instead of 25 integrations

Zapier published a case study on 22 July 2026 describing how Mach 1 runs autonomous agents across go-to-market, support and finance for 25 mid-market companies, each on a different stack. Instead of building bespoke integrations per client, Mach 1’s Tower control layer connects through Zapier’s tool-protocol interface and handles permissions, business rules, process context and a record of every decision and action. Reported volumes: 9,552 tasks through Gmail on 87 of the last 90 days, and 150,630 tasks over 90 days from internal sales workflows.

What it means The interesting part is not the agents — it is that one standard tool layer replaced per-client integration work, which is the real cost of running AI operations for more than one company.