Cluesora
A system that watches over learning.
So no one falls through — even when no one notices.
Shubham Dawkhar · Founder · cluesora.com
The problem
There are students you can't see.
A class of sixty. Two weeks to finals. Three of them haven't asked a question in a month.
A class of sixty. Three of them, invisible.
What we've all been doing
Every school runs on faith.
We trust that…
- …what's written in the materials gets taught
- …what gets taught gets tested
- …the score on the page reflects what was understood
Three leaps. We've been crossing our fingers.
Why this matters
When help waits, curiosity dies.
- A student who doesn't ask twice rarely asks again
- A teacher stretched thin becomes the bottleneck
- The cost isn't time — it's the will to keep asking
Imagine
What if the system saw what no one had time to see?
What if it could tell you…
- …a concept never actually got taught
- …a learner quietly didn't understand
- …a whole class missed the point of a session
Meet Cluesora
A system that watches over learning.
So no one falls through — even when no one notices.
Watches
Every concept. Every class. Every learner. Continuously, without anyone having to type it in.
Tells
You forgot to teach this. They didn't understand. The class missed it. Plain English, the moment it matters.
Catches
The student slipping today, not the one whose scores came in last week. Foresight, not autopsy.
What you'll see on Monday morning
Cluesora tells you, even when no one asks.
To the teacher
You forgot to teach this concept.
Triggers when planned and delivered coverage drift apart.
About the learner
This learner apparently didn't understand it.
Triggers when their grasp of a concept dips below the cohort.
About the cohort
The class didn't understand it.
Triggers when an evaluation shows the cohort missed the point.
When accountability is grounded in evidence, it stops feeling like surveillance and starts feeling like care.
The shift
What we believe
Education has been running on faith. We're replacing faith with evidence.
1
Accountability, grounded in evidence. Faith should be optional.
2
Democratic access. No learner should fall through for lack of someone to ask.
3
No one is left unattended, even when no one notices. Detection plus action — not detection plus alert.
4
Ground-up reform. Not a better LMS. A different layer entirely.
What changes mid-program
A use case: month 4 of a 6-month course.
Without Cluesora
- Mid-semester evaluation taken on Monday
- Three weeks later, averages have dropped 18%
- Don't know which concepts dropped
- Don't know which students are at risk
- Don't know if it was content, teaching, or the questions
- The semester ends before anyone figures it out
With Cluesora
- Mid-semester evaluation taken on Monday
- Tuesday morning: three concepts under-covered
- Eleven students weak on prerequisites for the next module
- Two evaluation questions flagged as low-validity
- A re-teach session scheduled for Thursday
- No one waits a semester
How it works
These were never four problems. One thing was missing.
We needed a way to follow a single concept —
- From the page where it's introduced
- Through every class where it's taught
- Through every question that tests it
- To every student who tries to answer
One unbroken thread. That thread is the product.
The thread, made visible
From what you teach to what they actually understand.
01
Resource
books, decks, docs
→
02
Concept Map
discovered, validated
→
03
Session
planned & delivered
→
04
Question
tagged to concepts
→
Walkable in either direction. Every step shows its work.
What had to exist for this to work
Six pieces. One thread.
01 · Identity
Who's in
Roles, access, audit trails — every action attributable.
02 · Knowledge
Discover & validate
Concept map from your own materials. Prerequisites cross-checked against how you actually teach.
03 · Education
Plan & deliver
Sessions tied to concepts. Planned vs. delivered, surfaced as it drifts.
04 · Evaluation
Assess & diagnose
Every question tied to concepts. Scores flow back to per-learner profiles.
05 · Intelligence
Answer the unanswerable
The questions you've never been able to answer honestly — answered Monday morning.
06 · Mentix
Attend, don't alert
Agentic AI that holds the attention when no one else can. Detection + action.
Honest about state
Early access. Built. In hand. Next.
Built
Concept discovery pipeline.
Validated prerequisites with evidence trail.
Six-piece architecture.
End-to-end trace from resource to score.
In hand
Early access program live.
Designing with first cohort of partners.
Mentix attending in production.
Next
Deeper proactive reminders.
Custom integrations.
Industry-specific use case templates with the partners who help shape them.
Design partners
We want partners who shape the product.
You give
- Your real materials — books, decks, training docs
- A real cohort, run over 6–12 weeks
- Weekly conversations — what's working, what's not
- Honest feedback, including the parts we won't like
You get
- Deeply discounted access
- A direct line to the founding team
- A product that fits how you actually teach
- Real influence over the roadmap
What happens next
A 30-minute walkthrough on your materials.
- You send a sample of your content — a chapter, a deck, a curriculum doc
- We show you the concept map and trace, live, on the call
- No commitment. No deck. Just your stuff in our system.
Stay in touch
Let's talk.
Share this deck with anyone on your team. The URL is the deck.