How it works

Turning professional knowledge into trusted learning

We follow a clear, transparent process: discovering trusted sources, enriching them responsibly, and delivering them with full attribution and context intact. Every step is built to make professional learning reliable, traceable, and ready for action.

How It Works

  1. 1) Discover

    Find the right sources, not every source.

    • Referrals, citations, provider submissions, RSS/sitemaps, vetted lists.
    • Signals: practitioner credibility, originality, consistency.
    • Output: candidate sources and items to fetch.

  2. 2) Retrieve responsibly

    Collect only what we need to analyze, respecting every publisher’s boundaries.

    • Public web by default; licensed access within terms when required.
    • Rate-limited fetching; respect site preferences.
    • Output: raw metadata + transient text for analysis (no republication).

  3. 3) Evaluate & Credit

    We only enrich what we can verify and attribute.

    • Decision: Each piece is reviewed for quality, rights, and completeness.
    • We log the verified author, canonical source, and access notes (open, premium, or member-only).
    • Output: approved items with attribution and governance set.

  4. 4) Enrich & map

    AI organizes; people verify.

    • Normalize fields; generate a short summary.
    • Map topics, intent, and format; estimate longevity.
    • Human pass: edge cases and high-impact items.

  5. 5) Review & publish

    Quality control before anything goes live.

    • Checks: completeness, attribution, link health, and minimum score.
    • Publish to the catalog; if not ready, it stays internal.
    • No republishig: We never republish full text, only metadata and short transformative summaries.
    • Only what meets our standards enters the catalog; everything else waits its turn.

  6. 6) Deliver to partners

    Always attributed. Always traceable.

    • Weekly drops, bundles, or filtered exports; API/endpoints on request.
    • Cohorts & communities, LMS imports, scoped extracts.
    • Each bundle carries its author, source, and license. Attribution and credit persist everywhere.

What happens next

Connect with us in the way that fits your role

Whether you’re integrating our catalog, contributing your own expertise, or exploring responsible data use, each path starts with a conversation. Every collaboration keeps attribution, transparency, and shared purpose at its core.

Partners & Platforms

Bring curated, credited knowledge into your systems.

Explore Partnerships

Authors & Providers

Share your work with professionals who act on ideas.

Join as a Creator

Compliance & Trust

See how we protect author attribution and lawful use.

Data & Rights

Every path leads to the same outcome: better learning, grounded in attribution.