Glossary

The vocabulary of modern learning, in plain words.

LXP, LMS, RAG, embeddings, AI agents, vectorization… terms that come up constantly. Here are our definitions, written for L&D and People teams who want to understand without jargon, with concrete examples anchored in corporate learning.

Platforms & ecosystem

LMS (Learning Management System)

Platform focused on training administration: enrollment, tracking, reporting. Historically built for HR teams more than learners. Often perceived as rigid and austere.

LXP (Learning Experience Platform)

New generation of platforms focused on learner experience: recommendations, adaptive paths, gamification, short content. Hopra goes further with native AI integrated at every layer.

Tenant

Client instance of the platform. In a multi-tenant architecture like Hopra, each tenant has its own branding, content, users, with strict data isolation. A single organization can run multiple tenants (by business unit, brand, geography).

Native multi-tenant

Architecture where a single codebase serves N simultaneous clients, each isolated from the others. Enables fast deployments (48h at Hopra) and upgrades without migration, with massive infrastructure economies of scale.

White-label

Commercial model where a product is resold under the client's brand. Hopra offers full white-label: web branding, mobile app, communications, with no editor mentions.

Customer education

Training of end users of a product or service. Becomes a strategic lever for SaaS editors: reduces churn, accelerates adoption, creates product ambassadors.

AI, agents & RAG

Native AI

Platform where AI is the system's architecture, not an added feature. Every interaction flows through the AI engine. As opposed to AI "glued onto" a legacy tool.

AI agent

Autonomous program powered by an LLM, specialized for a precise task. An enterprise AI agent can read documents, synthesize, create, coach. Hopra ships 4 specialized agents: Creation, Coach, Knowledge, Analytics.

RAG (Retrieval-Augmented Generation)

Technique that grounds AI answers in a trusted document base. The AI retrieves relevant passages (retrieval) before generating an answer (generation) with source citations. Zero invention, everything is traceable.

Embedding

Numerical representation of a text's meaning, as a vector. Two passages about the same idea will have close embeddings, even using different words. This is what enables semantic search.

Vectorization

Process of turning content (text, image, audio) into an embedding. At Hopra, your knowledge base is vectorized continuously to power semantic search and RAG.

Semantic search

Search that understands the meaning of a query, not just keywords. "How to handle burnout" will find a document on professional exhaustion, even without the word "burnout".

LLM (Large Language Model)

Massive language model (GPT, Claude, etc.). LLMs alone hallucinate easily. At Hopra, they're systematically framed by RAG on your base to guarantee traceable answers.

AI hallucination

When a language model invents an answer that sounds right but is false or made-up. RAG and grounding in your sources drastically reduce this risk.

AI copilot

AI assistant embedded in an application to continuously help the user. Hopra offers a learner copilot (conversational coach) and a trainer copilot (pedagogical creation assistant).

Fine-tuning

Refining a language model on specific data to specialize it. Expensive and rarely needed when RAG is enough — Hopra prefers RAG to stay agile and protect your data.

Compliance, identity & standards

Qualiopi

Mandatory French certification for training organizations wanting access to public funds (CPF, OPCO). Requires strict traceability of every learning path. Hopra industrializes this traceability without extra friction.

GDPR

European regulation on personal data protection. Mandates EU hosting, right to erasure, portability, explicit consent. At Hopra, compliance by design — European hosting, zero third-party sharing.

SAML / OIDC SSO

Enterprise single sign-on protocols. SAML 2.0 for legacy Microsoft ecosystems, OIDC for modern systems. Both supported by Hopra with SCIM provisioning.

SCORM

Pedagogical content packaging standard (1.2, 2004). Still omnipresent in corporate catalogs. Hopra reads and writes SCORM to interoperate with your existing content.

xAPI (Tin Can)

Modern pedagogical tracking standard, more granular than SCORM. Tracks learning activities beyond a single course (mobile, experiential, social learning). Hopra is xAPI-native.

LTI (Learning Tools Interoperability)

Integration standard between an LMS/LXP and third-party pedagogical tools. Lets you embed an external tool in a path without auth break. Supported by Hopra.

Measurement & pedagogy

Micro-learning

Short pedagogical format (3-8 minutes) designed for mobile consumption and in-between moments. At Hopra, micro-learning capsules are AI-generated from your source documents.

Adaptive learning

Approach where the path adjusts in real time to each learner's level, pace and preferences. Hopra's native AI makes adaptive learning accessible without complex setup.

Completion rate

Percentage of learners who complete a path. Industry median: 15-30%. With Hopra's premium experience + AI, our pilots see × 2.4 vs legacy LMS.

Cohort

Group of learners following a path together, with collective dynamics (leaderboards, challenges, rituals). Hopra's manager layer lets you run multiple cohorts in parallel.

Bootcamp

Intensive path over a short period (1 to 4 weeks) with sustained pace and precise objectives. Hopra lets managers launch bootcamps for their team in a few clicks.

Gamification

Integration of game mechanics (XP, streaks, badges, tournaments) in learning. At Hopra, gamification is architectural: adaptive progression map, seasons, 110+ badges.

Weak signal

Subtle indicator of a risk or opportunity detected before the trend becomes obvious. Hopra's AI agents detect drop-off weak signals to allow early intervention.

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