Solutions · Industry
Education
Cohort experiences, course platforms, and AI tutors that don't cheat learning.
The pain
What teams keep telling us.
- Lessons get out of date the moment they're shipped.
- Tutors that give the answer kill the learning loop.
- Cohort tooling is glued together by spreadsheets.
How SPM helps
The shape of the engagement.
- Living curricula maintained by a content agent.
- Socratic tutors with refusal-to-spoil baked in.
- Cohort ops dashboard from intake to completion.