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.

Integrations

Defluff is designed to integrate with content libraries, LMS platforms, DAM systems, and exhibit delivery stacks through APIs and export formats.