Jordan — we looked at how Outpost runs a cohort. Here's what we'd build for your team.
Your 4 instructors carry a 1:50 ratio across each 200-student cohort
When 12 students hit the same Webpack error at midnight, the answer reaches them on Monday.
Code review latency averages 36 hours; students unblock themselves with Stack Overflow before you respond
Your feedback loop doesn't shape their habits — random internet answers do.
Drop-off concentrates in week 4 + week 9; you find out at the end-of-cohort retro
By the time you act, the cohort is done. Next cohort hits the same wall.
Curriculum updates ship via PRs to a private repo, then get re-explained 200 times in Slack
Instructors are the curriculum delivery system. Scaling instructors is scaling cost linearly.
The bootcamps with the highest completion rates aren't the ones with star instructors — they're the ones where every student feels seen on day three. AI lets one instructor be present for 200, not just 50.
We set up a workspace where every student gets a same-hour response, drop-off signals fire before week 4, and curriculum updates reach the cohort without 200 Slack DMs.
We configured 4 agents for Outpost Academy. Each one knows your world.
First-Line Tutor
Answers 70% of routine help-channel questions in under 5 minutes, escalates real edge-cases to a human
Code Review Drafter
Drafts a first-pass review on every submission, flags real concerns for instructor sign-off, returns to students in <2 hrs not 36
Cohort Pulse
Watches commit cadence, login pattern, and Slack engagement; flags students at week-4 drop-off risk on day 18
Curriculum Sync
When you ship a curriculum update, every student gets a personalized summary of what changed for them
Because I know Outpost Academy's world, I can:
Cut student wait-for-answer time from 8+ hours to under 5 minutes for routine questions
Students unblock fast and stay in flow; week-2 NPS climbs
Get every code submission a first-pass review within 2 hours, instructor approval same day
Habits form on real feedback, not Stack Overflow
See drop-off risk on day 18 of week 4, not at the cohort retro
Save 6-10 students per cohort × $X tuition = real revenue, not abstract
Push a curriculum patch and have every student understand what changed within the hour
You scale instructor leverage, not headcount
Your instructors didn't become educators to copy-paste help-channel answers. Want to give them the cohort back?
This page was made for Jordan at Outpost Academy.