Platform Architecture

Five Layers. Zero Seams. Zero Hallucinations.

Investigators spend 80% of their time on administrative tasks — toggling between systems, copying records, compiling reports. Vipernauts was architected as one continuous system because a chain of custody is only as strong as its weakest handoff.

01
Layer 1

Empathetic Intake

The conversation that changes everything

Jade listens the way a trained investigator does — with patience, precision, and an awareness that trauma reshapes memory. Victims speak naturally. The platform structures every fact, relationship, and timeline in real time. Every detail traced to its source. Every conversation designed to protect the person giving it.

  • Trauma-informed conversations that adapt to distress, hesitation, and emotional intensity
  • Automatic extraction of people, organizations, dates, financial details, and evidence chains
  • Cross-case intelligence that connects reports and surfaces serial offenders
  • Forensic-grade casefiles with confidence scoring and full source traceability
  • Crisis detection, safety features, and seamless human handoff when it matters most
02
Layer 2

Structuring & Attribution

Turning noise into criminal signatures

Raw data tells you what happened. Behavioral analysis tells you who did it. The platform models how criminal networks actually operate — resolving aliases, piercing shell companies, and attributing scattered incidents to common actors. Every connection documented with full chain-of-custody compliance.

  • Behavioral fingerprinting for attribution across jurisdictions and criminal networks
  • Coordinated fraud detection through spending patterns and behavioral analysis
  • Automated entity resolution linking aliases, shell companies, and proxy identities
  • Dual-provenance tagging that records both data origin and analytical reasoning
  • Continuous enrichment from open-source intelligence and financial registries
03
Layer 3

Discovery Engine

Follow the money. Map the network.

Money always moves. The question is whether you can follow it fast enough. Cross-chain laundering moved $21.8 billion in 2025 through decentralized exchanges and bridges alone. Trace funds across blockchains, bank accounts, and payment processors simultaneously. Map the full relationship graph. Leads ranked by evidentiary strength, not volume.

  • Cross-chain cryptocurrency tracing across Bitcoin, Ethereum, and 30+ networks
  • Relationship intelligence mapping social, financial, and communication links
  • Automated lead generation ranked by evidentiary strength and prosecutorial viability
  • Real-time transaction monitoring with configurable alerts and watchlists
  • Cross-border discovery coordinating evidence gathering across jurisdictions
04
Layer 4

Synthesis & Fortification

Stress-testing truth before the courtroom does

Evidence that survives a courtroom is evidence that has already been attacked. A living knowledge graph integrates new findings, tests hypotheses, and strengthens case narratives continuously. Adversarial testing challenges every claim against counter-hypotheses — so your cases get stronger under scrutiny, not weaker.

  • Living knowledge graph that updates as new evidence arrives or is retracted
  • Interactive visualizations including transaction flows, relationship webs, and timelines
  • Adversarial evidence testing that challenges every claim against counter-hypotheses
  • Case construction designed to strengthen under prosecutorial scrutiny
  • Collaborative workspace supporting multi-agency investigation
05
Layer 5

Legal & Reporting

The best investigation is worthless if the output doesn't hold up in court. Under FRE Rule 901, improperly authenticated digital evidence faces exclusion — and a broken chain of custody can mean case dismissal. Automated evidence packages meeting multiple jurisdictions' standards simultaneously. Every conclusion sourced. Every inference clearly distinguished from established fact.

  • Automated court-ready evidence packages with jurisdiction-specific formatting
  • Cross-border cooperation request drafting with pre-populated legal references
  • Regulatory filing generation compliant with 20+ international frameworks
  • Complete chain-of-custody audit trail from intake through final exhibit production
  • Expert witness support materials with annotated evidence timelines
Trust & Security

Trust Is Engineered, Not Declared

A broken chain of custody means excluded evidence and dismissed cases. Every component is built so that never happens.

Zero Hallucination Policy

Every AI output grounded in verified evidence. Confidence scoring and evidence tagging ensure nothing unsubstantiated enters the record.

Evidence Fortification

Single-threaded evidence is fragile evidence. Adversarial testing reinforces every claim until it withstands the toughest challenge a courtroom can deliver.

Full Provenance

Immutable audit trails record both where data came from and why it was used — complete transparency for any legal proceeding.

Explainable AI

Every AI-driven inference accompanied by plain-language explanations. No black boxes. No opaque algorithms. Full legibility for judges, juries, and opposing counsel.

See the Platform in Action

Request a briefing tailored to your investigative requirements.