From the page you uploaded to the score they earned — traceable at every step.
Upload your books and materials. Cluesora rebuilds them into a validated map of concepts, then follows every idea through every session, every evaluation, and every learner — so you can finally see your program the way you've always wanted to. Catch a learner slipping before it becomes a problem.
What makes it different
Concept Discovery
Built from your own materials, in a single afternoon.
Cluesora reads every resource you upload — every chapter, every section, every topic — and recognises the ideas inside them. Topics that are really about the same underlying idea are grouped together, even when they use different language or sit in different materials. Each concept is named in the language of your own content. What usually takes a committee months to compile takes our pipeline a single afternoon — and it shows its work at every step.
No manual tagging
Concepts are discovered from the content itself — not typed in by hand, not borrowed from a generic taxonomy.
Grounded in your materials
The map reflects your own vocabulary and context — not a pre-built framework that nearly fits.
Distinctive naming in context
Every concept is labelled so it doesn't collide with its neighbours — even in dense, overlapping areas of the map.
Evidence on every decision
Every name, link, and prerequisite is stored with supporting evidence. Ask "why?" of any node and get a specific answer.
The Part Everyone Else Skips
Every prerequisite is checked against how your own materials actually teach.
Knowledge graphs are easy to guess. Ours aren't guessed. For every concept, Cluesora asks the question every good program designer asks: what does a learner already need to know to make sense of this?
Then we cross-check that answer against the actual order in which every book and resource on your shelf teaches the material. If a claimed prerequisite is taught after its dependent concept anywhere in your library, we flag it for a human to review rather than silently accepting it.
And every decision the system makes — every name, every link, every dependency — is stored with the supporting evidence, so a program owner can open any node on the map and ask "why is this here?" and receive a specific answer grounded in your own content.
The Knowledge OS
Six modules. One unbroken thread.
Every module feeds the next — from who accesses the system, to the concepts discovered from your materials, to the scores each learner earns on the questions that test them.
Identity
IAM
Before any knowledge flows, you need to know who's accessing it and at what level. Cluesora's IAM layer provides granular, role-based access control across every module.
Knowledge
Discover & Validate
Upload your books, documents, and resources — Cluesora discovers the concepts inside them, groups topics that are really about the same underlying idea, names each concept in the language of your own material, and validates every prerequisite against the actual teaching order across your entire library.
Education
Plan & Deliver
Every session a facilitator plans is tied to specific concepts. Every session actually delivered records what was covered — which may differ from the plan for perfectly good reasons. Every learner present is automatically linked to the concepts they were exposed to, without anyone typing a thing.
Evaluation
Assess & Diagnose
Every question is tied to the concepts it tests. Every score flows back to those same concepts for the learner who earned it — so a score stops being a number and becomes a diagnosis. Three learners at 70% can now have three completely different profiles underneath.
Intelligence
Answer the Unanswerable
When content, delivery, presence, and performance all speak the same language, your organization can finally answer questions it has never been able to answer before — from real evidence, for every learner, every week. Not dashboards on top of chaos; one continuous picture.
Mentix
AI Engine
Mentix is the agentic AI layer that sits across the entire Knowledge OS. It's not just a chatbot — it's your assistant, mentor, guide, and brainstorming partner. It reasons, plans, and acts autonomously across every module.
End-to-end trace
From the page you uploaded to the score they earned — one continuous thread.
Every piece of data in Cluesora points to the next. That single design choice is what lets the platform answer questions no one else can.
Every session a facilitator plans is tied to specific concepts. Every session actually delivered records what was covered — which may differ from the plan for perfectly good reasons. Every learner present is automatically linked to the concepts they were exposed to that day, without anyone typing a thing. Every self-study log contributes its own layer. Every evaluation question is tagged with the concepts it tests. And every score flows back to those same concepts for the learner who earned it. Cluesora maintains a continuous trace from the first page you uploaded all the way to the score a specific learner earned on a specific question — and it can walk that trace in either direction.
Accountability from Evidence
Questions you can finally answer.
When content, delivery, presence, and performance all speak the same language, you can stop guessing and start knowing. These are the questions most organizations have never been able to answer honestly — and the ones Cluesora answers on Monday morning.
Was the evaluation testing what the sessions actually covered?
Compare delivered coverage against the concepts each question tests, in one view. No more mismatches discovered after the results come in.
Which learners are at risk on next cycle's prerequisites — today?
Every learner's concept profile is built continuously from attendance, self-study, and scores. A learner missing the foundation for next month's content is visible now.
Is this question actually measuring what it claims to?
When strong learners get a question wrong and weak learners get it right, the question tells its own story. Item-level validity is built in.
Is the delivered content drifting from what was planned?
Week-by-week drift between planned and delivered concept coverage — surfaced as it happens, not discovered at cycle review.
Which concepts is this cohort struggling with, right now?
Flagged the moment an evaluation is graded — not in an end-of-cycle review when it's too late to re-teach.
Every question rolls up from the concept level.
No one has to rely on a single aggregate score to tell a complicated story. Open any node, ask any question, get an answer grounded in evidence.
Score vs Diagnosis
Three learners can score 70% on the same evaluation and have three completely different profiles underneath — one strong on application but weak on reasoning, another strong on reasoning but weak on vocabulary, a third evenly middling across the board.
A score is a number. Cluesora gives you a diagnosis.
Care, not surveillance
When accountability is grounded in evidence, it stops feeling like surveillance.
When knowledge can be traced, accountability follows naturally. When accountability is grounded in evidence, it stops feeling like surveillance and starts feeling like care. A learner slipping becomes visible today, not at the cycle review. A facilitator whose planned and delivered material are drifting apart is not failing — they are a signal that something in the schedule or the workload needs attention. A program outpacing its learners is not a bad program — it is a reality check for the people who design it.
Cluesora does not replace the judgment of facilitators or the effort of learners. It gives your organization eyes where it has historically relied on trust and memory — and it gives everyone inside it a shared picture of the same reality to work from. No one has to be left behind, because no one has to be invisible.
Give your organization eyes where it has relied on trust and memory.
Join the early access program and be among the first to see your own program the way you've always wanted to.