πŸ“£ Fall 2026 Lyceum Institutional is now open for university enrollment β€” see the pilot partnership program β†’
πŸŒ™ Beyond the lecture hall

Learning doesn't start at 9,
and it doesn't stop at 5.

We sat down with deans, professors, TAs, and student-success offices at 30+ institutions and walked through three moments that most often break a semester. Each pattern below comes from real TA tickets and student help-desk logs.

πŸŒ™
01 Β· Late nights

Stuck on problem 3,
and it's due at 8 AM.

The slides didn't go that deep, the textbook doesn't show the steps, no one's awake on Slack. 71% of undergraduate study frustration happens between 11 PM and 2 AM β€” exactly when faculty support is hardest to staff.

71%
of frustration
happens after 11 PM
🎀
02 Β· Large lectures

One professor,
800 students, 2 hrs / week.

Faculty teaching multiple sections have under 9 seconds of one-on-one time per student per week. Whether you learn ends up depending on how brave you are, where you sit, and whether you got called on.

9sec
of 1:1 faculty time
per student per week
🚨
03 Β· Finals week

The TA is drowning in
the same 80 questions.

The week before finals, an average TA fields 380+ inquiries β€” 64% of which are variations on the same handful of high-frequency questions. Their time should go to deeper guidance, not retyping.

64%
are variations on
the same questions
Source Β· Lyceum & 8 partner institutions Β· 2024–2025 academic-year survey Β· n = 12,408 undergraduates
πŸ“Š Faculty insight

See where your
class actually struggles.

Every Monday morning, instructors get a digest: the three concepts the class is most stuck on, the students who need a personal check-in, and the topics worth revisiting in lecture β€” generated from real session data, with the instructor making the final call.

Mathematics/πŸ“Š MATHΒ·201 β€” Faculty Insights
ShareΒ·Β·Β·
πŸ“Š

Class weak points Β· Week 7

πŸ“šMATHΒ·201 Calculus II
🟒Synced 2 min ago
πŸ“…Spring 2026
πŸ€–
Curated from 1,842 sessions across 312 active students this week. Awaiting instructor review before sending to teaching team.
Active students
312/318
+ 4.1% vs last wk
Sessions this week
1,842
+ 22%
Avg. mastery
76%
βˆ’ 3.4%
Escalated to TA
14
+ 6
πŸ“ˆ Daily activity Β· 14 days
Questions Practice Review
W6Β·MonWedFriSunW7Β·TueThuSat
🎯 Highest miss rates
Integration by parts (LIATE)78%
Power-series radius64%
Switching integration order52%
Polar double integrals41%
Maclaurin expansions33%
Improper integrals28%
Screenshot is illustrative Β· actual data is controlled by each department Read the faculty whitepaper β†’
🧭 Pedagogy

Why we don't
just hand over the answer.

Lyceum's pedagogy was designed alongside classroom instructors: an AI that behaves like a restrained, question-asking teaching assistant β€” one that leaves the moment of "oh, I get it" for the student to find on their own.

πŸ’¬ We were most worried that AI would turn students into more efficient "answer-fetchers." Lyceum doesn't lead with the solution β€” it leads with: what do you see? That's the teaching moment we wanted to preserve.
EHDr. Eleanor Hartman Β· Associate Chair, Department of Mathematics Β· East Coast R1
β–ΈπŸ€”Socratic by default

When a student is stuck, Lyceum's first response is a clarifying question β€” not the next step. A typical problem walk-through cycles through 3–5 rounds of AI prompt ↔ student response before the student reconstructs the path themselves.

Socratic dialogueScaffolded prompts
β–ΈπŸ“Show the work, not the verdict

All STEM solutions are presented stepwise: each step has a motivation, an expression, and a sentence on why it works. Students can collapse any step and try to re-derive it before checking against ours.

Step-by-stepCollapsible reasoning
β–ΈπŸ›‘οΈAcademic integrity, built in

When Lyceum detects a homework- or exam-pattern question, it slows down, leans on guidance, and writes the entire session into the student's learning record. Faculty can pull up the full transcript when grading.

Assessment ModeFull audit log
β–ΈπŸ“šAnchored to your textbook

Every concept explanation cites the page in your uploaded materials β€” not Wikipedia, not a different version of the textbook. The instructor stays the source of truth; Lyceum is a patient tutor pointing students back to the right page.

Textbook-anchoredTraceable sources
β–ΈπŸ€·The courage to say "I don't know"

If a question falls outside the course materials, or Lyceum's confidence drops below threshold, it explicitly says so and routes the student to a human TA β€” instead of confidently making something up.

Confidence thresholdHuman escalation
πŸŽ“

Give every student
a teacher at 2 AM.

A 30-minute demo is enough to tell whether Lyceum fits your campus. We'll walk through three of the most common student help-requests at your institution β€” and show you exactly how Lyceum handles them.

Avg. response time < 4 hours Β· serving institutions across U.S., Canada, and Europe Β· 50+ partner campuses