We don't store your content.
We read it.
Everything Cluesora does stands on one act: reading your materials the way a careful scholar would — finding where each idea starts and ends, joining the same idea across every source, and building the hierarchy that makes every idea trackable. This page walks the whole machine, in three acts.
Begin the tourHow reading becomes a map.
Most systems store your documents and search them later. Cluesora reads them once, properly — and everything else on this page stands on what that reading produces.
I · 01
Read the page, not the file.
When a document arrives, Cluesora first reads its structure — headings and their levels, page ranges, figures, tables, the boundaries of every passage — before touching its meaning. Then it looks for logical breaks, not typographic ones: a passage becomes a topic when it introduces something, develops it, and moves on.
A section called "Cell Transport" might hold three distinct ideas. Structurally it's one section; logically it's three topics — and that's how it lands. Figures stay attached to the idea they illustrate.
I · 02
The same idea, found everywhere it lives.
The same concept usually appears in three or four sources across an organization — different wording, different depth, same takeaway. Cluesora clubs those passages into one concept: study it once and your progress reflects everywhere; ask about it and every source's explanation is on hand.
The rule is strict — near-total overlap in what a learner takes away, verified by reading, not by statistical similarity. Related ideas don't merge; they become siblings under the same branch.
I · 03
A hierarchy that tells you what everything is made of.
Concepts organize into a three-level tree, built bottom-up. A leaf is one narrow, fully learnable idea — the smallest thing worth tracking. A branch is the underlying idea that groups related leaves. A trunk is a chapter-scale area of knowledge.
Every level is checked in order — each label earned by reading, never inherited from a statistical accident. Upper levels reorganize as your library grows; leaves keep their identity, and your progress keeps its home.
I · 04
The order of learning, validated — not guessed.
For every concept, the system works out what a learner must already understand — then cross-checks each claim against the actual teaching order in every source on your shelf. A claimed prerequisite taught after its dependent concept gets flagged for human review, not silently accepted.
Needs with no match yet stay registered and dormant — the moment content arrives that teaches them, the links snap into place. The network completes itself, and the dormant list doubles as your content wishlist.
Six rooms.
Built on one foundation.
Once the map exists, everything can stand on it. Identity decides who can do what. Knowledge keeps discovering and validating the map. Education ties sessions to concepts. Evaluation flows scores back. Intelligence answers the questions you've never been able to answer. Mastery is where it all converges — a rolling per-learner picture, with the next practice already lined up.
Take any one piece out and the others lose their grounding. Together, they form one continuous loop from upload to outcome.
Jump to chapter
01
Identity
Know who's in. Control what they see.
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.
- 01 Role-based access control (RBAC) with custom permission sets
- 02 Multi-tenant organization management
- 03 User groups, departments, and hierarchy mapping
- 04 SSO integration and authentication workflows
- 05 Audit trails for every access event
02
Knowledge
Discovered from your own materials. Validated against how they actually teach.
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.
- 01 Automatic concept discovery — no manual tagging or hand-built taxonomy
- 02 Cross-source concept grouping by underlying idea, not heading
- 03 Distinctive naming grounded in your own vocabulary
- 04 Prerequisite validation against real teaching order in your own materials
- 05 Full evidence trail on every concept, link, and dependency
03
Education
Every session tied to concepts. Every learner tied to the sessions they were in.
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.
- 01 Session plans and delivered sessions tied to concepts, not just topics
- 02 Planned-vs-delivered coverage drift, week by week
- 03 Per-learner concept exposure built from real attendance data
- 04 Self-study and supplementary activity as additional coverage layers
- 05 Concept-aware absence tracking — know exactly what a learner missed
04
Evaluation
Every question tied to concepts. Every score a diagnosis, not just a number.
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.
- 01 Concept-tagged question banks with full taxonomy and Bloom's level support
- 02 Score-to-concept flow for every learner, automatically
- 03 Item-level validity check — is this question measuring what it claims?
- 04 Per-learner, per-concept mastery profiles that update continuously
- 05 Secure evaluation environment with automated and rubric-based grading
- 06 Proctored online exam portal with a live invigilator view
05
Intelligence
The questions your organization has never been able to answer — now grounded in evidence.
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.
- 01 Unified cross-module answers: did we deliver what we're evaluating?
- 02 Drift detection between planned, delivered, and evaluated content
- 03 Early-warning flags for at-risk learners built from concept profiles
- 04 Item-level evaluation validity analytics — find questions that mislead
- 05 Time-decayed understanding — "scored 80% three months ago" and "knows it today" are different answers
- 06 Evidence Lens — every number opens to the sessions, answers, and questions that produced it
- 07 Dashboards that roll up from the concept level, not just totals
06
Mastery
Where every other module converges — and where learners actually grow.
Mastery is where evaluation stops being a one-shot grade and becomes a rolling picture of what each learner actually knows. Every submission, viva turn, and self-study log compounds into a per-concept score — and any weak concept surfaces itself as a gap with the next intervention already lined up.
- 01 Unified assessments — homework, assignments, special remediation, and custom types
- 02 Rolling 0–100 ConceptMastery per learner, weighted across every attempt
- 03 AI Viva oral exams (Mentix AI) — adaptive difficulty steered by every answer, plus scenario-based cases
- 04 Courses with mastery-gated unlocks — the next module opens when the evidence says ready
- 05 Challenge library — interactive game-style lessons that feed the same mastery signal
- 06 Three-source gap detection — mastery sweep, teacher flag, Intelligence ingest
- 07 Study Profile — cross-module per-learner report on mastery, coverage, and engagement
Set a target. The system keeps it.
III · 01
A target over a duration — and a plan that watches itself.
A mentor sets the destination: these concepts, this cohort, by this date. Cluesora plans the delivery backward from it — sessions, evaluations, practice — and then watches the pace against the plan, every week.
When something drifts — a slipped week, a concept the class didn't get, a learner missing a foundation — the system doesn't file a report for the cycle review. It nudges the right person while there's still time to act. Detection plus action, not detection plus alert.
III · 02
Everything feeds back. Coherence costs nothing.
A viva graded this morning. An AI interview finished at noon. A question answered by the digital teammate in Slack. A self-study session logged at midnight. Every one of them flows back into the same study profile — so the picture of what each person knows is always current, always whole, and nobody maintains it by hand.
That's why a number in Cluesora is never a dead end. What does 70% mean? Open it: the concepts underneath, the sessions that taught them, the questions that tested them, the answers that earned them. Whenever something doesn't make sense, the system has the answer behind it.
And through all of it, one rule holds: the system never says "this person is lacking." It says "this is exactly what you've been missing." Same data, opposite sentence. That's the difference between surveillance and care.
One continuous thread.
No black boxes.
Every piece ties back to the validated concept map. Identity controls access. Knowledge discovers the map. Education ties sessions and learners to concepts. Evaluation flows scores back. Intelligence answers what couldn't be answered before. Mastery is where it all converges into per-learner growth — and where Mentix AI attends, continuously, so nothing falls through.
01
Identity
02
Knowledge
03
Education
04
Evaluation
05
Intelligence
06
Mastery
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