Case Studies

Semantica in the Real World

Production deployments across marine conservation, climate finance, healthcare, and enterprise AI — with full context graph architecture breakdowns.

2 published case studies

Marine Conservation & Climate FinanceMarch 20269 min read

Nereus · with Jayson A. Gutierrez Betancur

Turning 100 Million Biodiversity Records into Auditable Blue Finance Intelligence

Nereus needed to close the gap between marine biodiversity data and institutional capital, translating satellite readings and peer-reviewed science into auditable financial exposure metrics that a credit committee could actually act on. Semantica became the provenance engine at the core of that translation: extracting Bridge Axioms from scientific literature, linking every claim permanently to its source DOI, and assembling them into a queryable financial inference graph. The result is $1.62 billion in natural capital quantified across 9 marine sites, with a complete, reproducible audit trail from sensor reading to investment-grade disclosure.

$1.62B

in natural capital quantified across the pilot portfolio

40

Bridge Axioms extracted from peer-reviewed literature

9

Indo-Pacific marine sites in the pilot

Energy Regulation · AustraliaMay 20268 min read

Ausgrid · DNSP serving greater Sydney, NSW

Turning a Decade of AER Regulatory History into a Queryable Submission Intelligence Layer

Ausgrid's regulatory affairs team faced a structural memory problem: two complete AER regulatory cycles, 10 years of objections, justifications, accepted and rejected line items, locked in thousands of PDF pages with no systematic way to surface patterns or answer specific questions without days of manual search. Semantica ingested the full public corpus, built a temporal knowledge graph that tracks how positions evolved across cycles, and wired a hybrid retrieval layer that answers cross-cycle questions in under 3 seconds with exact source citations. Teams preparing the 2029–34 submission now start with a complete institutional memory rather than a blank page.

10 yrs

of AER regulatory history indexed with full provenance

12

regulatory entity types extracted and cross-linked

~20%

estimated reduction in submission preparation effort

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