Give your whole class frontier AI —
on a level, accountable playing field.
One department license puts GLM-5.2 and Kimi K2.7 Code in every student's existing editor. Everyone gets the same capability, no one pays out of pocket, and instructors get usage visibility and integrity flags — all on infrastructure your institution can trust.
Shadow AI is already in your classroom.
Your students are already using AI to write code. The question isn't whether — it's whether it's fair, visible, and safe.
It's unequal
Frontier AI coding assistants run $20–200/month. Students who can afford them get an edge; students who can't fall behind. Same course, two different playing fields.
It's invisible
When everyone brings their own tool, you have no idea how AI is used in your course — or whether your integrity policy is being followed.
It's ungoverned
Personal AI tools route student code and prompts through whoever's servers, under terms you don't control and may train on.
Sanctioned, equal, and governed.
Equity
A level playing field
Department-funded, so every enrolled student gets the same frontier models — GLM-5.2 and Kimi K2.7 Code — from day one. No personal subscriptions, no credit cards, no haves-and-have-nots. Each student gets a guaranteed usage quota, and a shared class pool absorbs heavy-use days so no one gets cut off mid-assignment.
Integrity
Built-in accountability
Because the class runs on one managed license, instructors get a view they've never had: who's using AI and how much across the course, plus automated integrity flags that surface patterns worth a closer look. You see usage and flags — not a feed of every keystroke. Disclosed in your syllabus, it's governance students understand, not surveillance.
Pedagogy
Teach with AI, not against it
Pretending students won't use AI doesn't prepare them for a profession that already runs on it. Sota gives you a sanctioned environment to teach AI-assisted engineering deliberately — design assignments that assume AI, set clear expectations, and graduate students who use these tools well and honestly.
From license to live in a class period.
License your course
The department licenses Sota for the section, billed per enrolled student.
Students activate in seconds
Each student drops one key into the editor they already use — OpenCode, Claude Code, VS Code. No signup, no card.
Fair usage, guaranteed
Every student gets a baseline quota; a pooled class buffer covers spikes so nobody's throttled at crunch time.
Stay in the loop
Instructors receive usage summaries and integrity flags for the course — delivered hands-on by our team during the pilot.
On infrastructure you can point to on a map.
Sota runs inference on Cloudflare's global network across allied jurisdictions — the US, UK, Germany, Japan, and Australia — not on model-origin servers overseas. Student prompts and code stay where you can account for them. Built with FERPA in mind: minimal data, clear retention, and no training on your students' work.
Priced per student. Funded by the department.
Per enrolled student, with volume pricing for larger courses and multi-section or department-wide commitments. Each student gets a guaranteed quota, with a pooled class buffer for overages. Because it's funded centrally, the per-student cost is a fraction of an individual subscription.
Start with one section, one semester.
We set up your class hands-on, provision every student, and deliver usage and integrity reporting directly to you — at no or reduced cost for the pilot. In return, we ask for your feedback and, if it works, an introduction to your chair. It's the lowest-risk way to see whether sanctioned, equitable AI changes your course.
- Every enrolled student provisioned
- Frontier models in their existing editor
- Usage + integrity reporting to the instructor
- Hands-on setup and support from our team
Questions faculty and IT ask
Level the playing field for your next cohort.
Tell us your institution, course, and rough enrollment, and we'll set up a pilot for your next section.