Defluff Engine
Content Intelligence
The Engine transforms raw media into structured outputs: topics, entities, segments, key moments, definitions, claims, summaries, and "what to remember." Each output is designed for editorial review and can be exported via API or files.
Knowledge Cards
Reusable Building Blocks
Knowledge Cards are reusable, governed building blocks: concepts, clips, definitions, evidence, and relationships. They are designed to move from analysis to delivery without losing traceability.
Journey Builder
Guided Sequences
Journey Builder assembles media and Knowledge Cards into guided sequences. Journeys can be educational modules, exhibit routes, thematic trails, or onboarding paths—each with rules for audience type, time available, and desired outcomes.
Defluff Score
Quality & Density Signals
Defluff Score helps teams identify clarity, density, novelty, and coherence. It supports quality governance across large libraries and mixed contributor ecosystems.
Experience Layer
Web, Kiosk, Embed
Defluff can deliver curated journeys as a branded web experience, a kiosk experience for exhibits, or an embedded overlay inside existing players.
Measurement Layer
Analytics & Outcomes
Defluff measures engagement at the segment level, across journeys, and by cohort. It supports continuous improvement and creates defensible reporting for stakeholders.