Features
Every idea, traceable from upload to outcome.
Cluesora turns your own materials into a validated concept map — then follows every idea through every session, every evaluation, and every learner. These are the features that make that possible.
How we build the map
A validated concept map, built from your own materials — with the work shown at every step.
Building a good map takes judgment. Cluesora applies four careful considerations as it works, and every decision is stored with the evidence that supports it.
Meaning over headings
Cluesora pays attention to what each topic is really about, not just what it is called. Two topics with the same heading can be separated if they cover different ground. Two topics with different headings can be joined if they cover the same ground.
Distinctive vocabulary in context
Each concept is named in the language your own materials actually use. The system deliberately picks names that set a concept apart from its neighbours — so dense, overlapping areas of the map stay legible rather than collapsing together.
Ordering sanity check across your library
The order in which topics appear across every resource on your shelf is used as a sanity check on the system's own conclusions. The combined wisdom of many authors is a stronger signal than any single book.
Prerequisite validation, not prerequisite guessing
Every proposed prerequisite is cross-checked against the actual teaching order in your library. If a claimed prerequisite is taught after its dependent concept anywhere in your materials, the system flags it for human review rather than silently accepting it.
Evidence on every decision
Every concept name, every link, and every prerequisite is stored alongside the supporting evidence — the specific passages and signals that drove the decision. Open any node on the map and ask "why is this here?" and get a clear, specific answer grounded in your own materials. There are no unexplained leaps of AI intuition.
The unbroken trace
From what you teach to what they actually understand.
Once the concept map exists, every downstream module ties back to it. Every session, every evaluation question, every score. One continuous thread — walkable in either direction.
Planning
Session plans tied to concepts
When a facilitator plans a session, it is tied to specific concepts from the validated map — not just "topics for this week." What was intended to be taught becomes part of the trace.
Delivery
Delivered sessions recorded against concepts
What was actually covered is recorded, which may differ from the plan for perfectly good reasons. The system holds both, and surfaces the drift between them week by week.
Presence
Learners tied to concept exposure
Every learner present in a session is automatically linked to the concepts they were exposed to. Attendance stops being a box ticked in a register; it becomes a record of exposure to specific ideas.
Evaluation
Questions tagged to concepts they test
Every question in the bank is tagged with the concepts it is meant to measure. When a learner answers a question, their score flows back to the specific concepts it tested.
Diagnosis
Per-learner, per-concept profiles
A score stops being a number and becomes a diagnosis. Three learners at 70% can have three completely different profiles underneath, and the platform can tell you which is which.
Answer
Questions that used to be unanswerable
Did the evaluation test what we taught? Which learners are at risk on next cycle's prerequisites? Is this question measuring what it claims? Now you can answer them, from evidence, every week.
Capabilities
Everything you need to operationalize knowledge
From raw content to structured curricula, analytics, and autonomous AI — Cluesora is the complete Knowledge OS.
Knowledge Cataloging
Load entire books, documents, and resources. Cluesora parses, indexes, and catalogs them into a structured, searchable knowledge base.
Knowledge Graphs
Automatically build interconnected knowledge graphs from your content. Visualize relationships between concepts, topics, and resources.
Syllabus & Curriculum
Generate structured syllabi and complete curricula from your knowledge graph. Adaptive learning paths tailored to any audience.
CRM & Relationship Management
Built-in CRM to track learners, teams, and stakeholders. Manage contacts, engagement, and communication in one place.
Reports & Analytics
Comprehensive dashboards with real-time insights. Track learning progress, knowledge coverage, engagement metrics, and ROI.
Agentic AI Engine
End-to-end agentic thinking AI that can do absolutely anything in the platform. From content creation to analysis — it reasons, plans, and acts autonomously.
Ingest & Organize
Knowledge Management at Scale
Load entire books, PDFs, documents, and multimedia resources. Cluesora parses, indexes, and structures everything into a searchable, interconnected knowledge base. No manual tagging — the system understands your content semantically.
- Bulk import books, PDFs, docs, and web content
- Automatic semantic indexing and categorization
- Full-text search across your entire library
Relationship Management
CRM Built In
Manage Relationships, Not Just Content
Cluesora isn't just a content tool — it's a full CRM. Track learners, teams, clients, and stakeholders. Manage engagement, communication history, and progress all in one unified platform.
- Unified contact and organization management
- Track engagement and learning progress per user
- Communication history and team collaboration
Measure & Optimize
Reports, Dashboards & Analytics
Comprehensive real-time dashboards that give you full visibility into knowledge coverage, learning progress, engagement metrics, and organizational ROI. Data-driven decisions, not guesswork.
- Real-time dashboards with customizable views
- Learning progress and knowledge coverage reports
- Exportable reports and scheduled email digests
Diagnosis, not just score
Three learners at 70% can have three completely different stories underneath.
A score is a number. Cluesora gives you a shape — per learner, per concept. So you can stop guessing what each learner needs and start knowing.
Same overall coverage. Three different paths through the curriculum.
Mentix · the agentic AI engine
Always watching. Detection plus action, not detection plus alert.
Most early-warning systems still depend on a human noticing the alert. Mentix attends — continuously sensing, reasoning, and acting across the platform — so signals get followed even when no one happens to be looking.
Even when faculty are mentally occupied, Mentix is watching. And when something needs attention, it tells you exactly what — without waiting for someone to ask.
Agentic AI
AI that doesn't just answer — it thinks, plans, and acts
Cluesora's agentic AI engine goes far beyond chat. It autonomously reasons through complex tasks, orchestrates multi-step workflows, and takes action across the entire platform — so you can focus on what matters.
- Autonomous content generation and summarization
- Intelligent Q&A across your entire knowledge base
- Auto-generate assessments, quizzes, and evaluations
- Predictive analytics and learning recommendations
- Workflow automation — scheduling, notifications, reporting
- Natural language commands to control the entire platform
Agentic Thinking AI
Reason. Plan. Execute.
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.