Case study · Science education
Pepteon · pepteonacademy.com

A PubMed-cited peptide-science platform — built and run end to end.

Pepteon needed a rigorous, citation-backed education platform at a scale no team could hand-produce. We built the AI content engine behind it — a structured research knowledge graph, a full academy, and a library of generated scientific figures — and we operate it.

A brand Virtu Digital builds and operates — the production systems below are real and live.

Cited
every note traced to research
Live
courses shipping on the academy
Verified
multiple verifier layers on every asset
Scope
Build + run
Engagement
Ongoing, active
Stack we run
WordPress · LearnDash · custom knowledge-graph, RAG, AI figure & video pipeline
Status
Live
The chaos

What was leaking.

Peptide science lives in thousands of scattered primary studies. Building a trustworthy, citation-backed curriculum from it by hand would take a research team years — and every lesson, quiz, and diagram would have to be produced, checked, and cross-linked one at a time. Without a system, the knowledge stays locked in PDFs and the platform never ships.

What we built

How we took command.

We built an AI content-production engine, not just a website — a pipeline that turns primary research into a structured, cross-linked knowledge graph, then compiles it into lessons, quizzes, and publication-grade figures. Then we stood up the academy on top of it and kept operating it.

AI-generated scientific figure: tandem metabolic optimization
One of the AI-generated scientific figures produced by our pipeline — live on pepteonacademy.com.
AI-generated scientific figure: the biological mechanism of HbA1c
Publication-grade explainer diagrams, generated from the source research — not stock art.
The results

What we produced.

Interlinked
structured, cross-linked science objects — research notes, peptides, protocols, conditions, lessons, and quizzes — created and woven together.
Verified
a multi-gate production pipeline per lesson — each gate cleared by independent verifier layers before it closes.
Weeks
to stand up a cited curriculum that would take a research team years to write by hand.

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