GreatWhiteShark Security Group — Apex Predator of Cyber Defense

The apex predator of cyber defense.

We map the open internet at scale — every port, every certificate, every domain, every leak. GWSSG fuses global reconnaissance with AI-driven relational intelligence so our partners see what's coming before it surfaces.

4.3B

IPv4 hosts mapped

1.2B+

Certificates indexed

312k

CVE records correlated

When defense becomes autonomous, recon is the perimeter.

Adversaries weaponize new exposures within hours. Static asset inventories and quarterly scans are no longer a defense — they're a confession. We work the way attackers work: continuously, at internet scale, with the same tools, only earlier and faster.

Sovereign infrastructure Owned scanning fleet across five continents. No third-party data brokers. No leaks of your queries.

Operator-grade analysts Former federal, intelligence community, and Fortune-100 incident responders — on retainer, not a queue.

Source-graded intelligence Every assertion carries provenance, confidence, and a chain back to raw observation — auditable in court if it has to be.

Contract-first model We work under engagement. No SaaS upsell. No quota throttling. Your problem is the deliverable.

Models that think in graphs.

Our ingestion pipeline streams 11 trillion events per quarter through hardened LLM and embedding stacks. We use AI to do what humans can't: collapse millions of weak signals into a handful of ranked, cited, actionable findings — with an audit trail.

Triage compressionEmbedding-based deduplication folds noisy alert storms into named incidents.

Adversary attributionSequence and behavior models cluster operator infrastructure across rotations.

Translation & OSINTMulti-lingual analyst LLMs summarize forum chatter with cited source spans.

Provenance-lockedEvery model output is bound to source artifacts. No hallucinated intel ships.

CVE WatchApr 28, 2026

The 72-hour window: why patching CVE-2026-• was already too late

Inside our telemetry of the latest edge-router authentication bypass — from public disclosure to mass exploitation in under three days, mapped exposure-by-ASN.

By M. Reyes9 min read

Threat ActorApr 17, 2026

GW-RIPTIDE: tracking an emergent ransomware affiliate's TLS reuse pattern

JARM clusters revealed a single backend behind nine distinct affiliate brands. We map the rotation cadence and the registrar choices it telegraphs.

By A. Iversen14 min read

EngineeringApr 04, 2026

One graph, one identity: the data model behind GWSSG's relational engine

How we settled on a temporal property graph keyed by canonical entity hashes — and why your average SIEM schema collapses under this load.

By J. Park18 min read

QuarterlyMar 31, 2026

State of the Internet, Q1 2026: who's exposed, who's scanning, who's winning

Our quarterly summary of global exposure by sector, mass-scanner volumetrics, top exploited CVEs, and the credentials economy — with downloadable raw datasets.

By GWSSG Research32 min read

AIMar 21, 2026

From 980 alerts to 6 incidents: how embedding-based triage actually performs in the wild

Six months of production data on our LLM-driven alert collapser. The math, the mistakes, and what we changed when the model started over-clustering.

By S. Okafor11 min read

SectorMar 09, 2026

What we found scanning the world's natural gas SCADA exposure for 90 days

A sober look at internet-facing OT inside the energy sector. Numbers we can publish, numbers we won't, and why this is now a procurement problem.

By R. Halstead22 min read

The apex predator of cyber defense.

A complete signal lattice over the public internet.

Internet-Wide Recon

DNS & Domain Telemetry

Certificate Transparency

Vulnerability Intelligence

Threat Intelligence

Relational Intelligence

When defense becomes autonomous, recon is the perimeter.

Models that think in graphs.

Field reports from the open ocean.