From six months to nine weeks: a ramp story
How Helix Bio used Mnemos to cut new-hire ramp time across R&D and Ops without adding headcount to the people team.
When Helix Bio brought Mnemos in, the goal was modest — reduce the load on the senior engineers and PMs who were spending half their week answering the same questions from new hires. The before-state was familiar: a wiki that nobody trusted, a Slack channel called #new-hires that mostly produced noise, and a culture of 'just ask the senior person.'
The first month was instrumentation. The interview agent ran on twelve subject-matter experts across R&D and Ops, captured 200+ hours of voice context, and seeded the memory graph with the workflows that actually mattered. The output surprised the leadership team — half the workflows the wiki documented were not the workflows the company actually ran.
By month three, the new-hire ramp pattern had changed. Hires were spending day one talking to the onboarding copilot. By week two they were shadowing on real work with the runbook pre-loaded. By week six they were owning their first workflow with the copilot for backstop. The before-state ramp baseline of six months collapsed to nine weeks. The senior engineers stopped getting interrupted. The wiki was deprecated by the people who used to maintain it.