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Open Source

Knowledge-graph interrogations & investigation.

Define ontologies, upload documents, and let the platform annotate, cross-reference, and surface what matters — with full provenance.

Due DiligenceComplianceResearchVendor ReviewRisk AnalysisInvestigations

100+

Documents annotated per project

1,000+

Claims and entities extracted automatically

100%

Outputs traceable to source evidence

The process

How Freakout works

01

Define

Build a knowledge graph that describes what you need to know — nodes for concepts, edges for relationships, and evidence requirements for each.

02

Annotate

Upload documents. The platform extracts entities, claims, and evidence, then maps them against your graph to show what's covered and what's missing.

03

Investigate

Surface contradictions, gaps, and open questions. Generate structured outputs with full provenance back to every source document.

Intelligence

Structured investigation you can trust

Built for workflows where you need to prove what you know, where it came from, and what is still missing.

  • Custom knowledge graphs defined by your team
  • Evidence requirements mapped to source documents
  • Gap detection across your entire ontology
  • Human review before conclusions or submissions
  • Multi-tenant workspaces for teams and engagements
  • Every output linked back to source evidence

Classification

Built-in annotation labels

Standardised labels are attached to every workspace so teams can filter evidence, route reviewers, and keep outputs consistent across projects.

Evidence MappedRequirement GapSource ConflictUnverified ClaimReviewer ActionReady for Export

Ready to start your next investigation?

Launch a workspace in minutes, define your graph, upload your sources, and generate annotated outputs for review.

Open source. Multi-tenant. Role-based permissions, provenance, and auditability built in.