Evidence graphs
Structure your reasoning as a graph of claims, sources, and assumptions. Reuse, fork, and review.
Huginn. The thought layer.
Huginn is where evidence becomes decision. Analysts assemble cases on a structured canvas — fusing observations from Muninn with their own context — and let reasoning models pressure-test conclusions, simulate alternative scenarios, and surface counter-evidence. Every step is auditable. Every conclusion ships with the chain that produced it. Like the raven of thought in Norse myth, Huginn finishes the job.
Capabilities
What Huginn does.
Scenario simulation
Model the consequences of decisions before you make them. Compare branches side-by-side.
Adversarial review
Built-in red-team that argues against your conclusions. Catches blind spots before they reach production.
Reasoning-grade audit
Every model call, prompt, and citation logged. Exportable as a single signed bundle.
Live collaboration
Multiple analysts on one case, with role-based permissions and changelog in the margin.
Reusable templates
Codify how your team thinks. Templated investigations that scale standards across the org.
How teams use Huginn
From frame to decide.
The day-to-day shape of Huginn in production. Your team rarely sees the seams.
- Step 01Frame
Open a case. Pin the question.
Every investigation begins as a structured case in Huginn. State the hypothesis, identify the owner, set the policy. The case becomes the unit of accountable reasoning.
- Hypothesis-first canvas
- Owner and reviewers
- Policy bound at frame
- Step 02Assemble
Pull evidence from Muninn and elsewhere.
Analysts attach observations from Muninn, internal documents, prior cases, and bring-your-own model output. Every piece of evidence keeps its provenance and timestamp.
- Cross-source evidence
- Citations in margin
- Versioned attachments
- Step 03Pressure-test
Let reasoning models argue against you.
Huginn runs adversarial review on the case automatically: counter-evidence search, scenario simulation, and second-pass critique. Surface what's missing before someone else does.
- Counter-evidence search
- Scenario branches
- Adversarial critique
- Step 04Decide
Ship with the chain attached.
When the case closes, the decision exports as a signed bundle with the full reasoning chain. Hand it to a regulator, a board, or a downstream Sleipnir workflow.
- Signed bundle export
- Reviewer sign-off
- Hand off to Sleipnir
Built for
Where Huginn earns its keep.
01Finance
Risk committee prep
Policy-grade investigations on counterparty, market, or operational risk — ready for the room.
02Public Sector
Cross-border policy review
Structured analysis across regulatory regimes with full citation chains.
03Cross-sector
Adversarial review of high-impact decisions
Treat every consequential decision as an investigation, not a meeting.
04Healthcare
Research synthesis
Reasoning-grade tools to navigate evidence and prior literature with full provenance.
Integrations · 120+
Huginn plugs into your stack.
Huginn ships with native integrations for the most common enterprise stacks, plus a typed HTTP surface for everything else.
Data warehouses
- Snowflake
- Databricks
- BigQuery
- Postgres
- Redshift
Cloud & infra
- AWS
- Azure
- GCP
- OVHcloud
- Scaleway
Messaging & ITSM
- Slack
- Microsoft Teams
- PagerDuty
- Opsgenie
- ServiceNow
Identity
- Okta
- Azure AD
- Google Workspace
- JumpCloud
- Auth0
Source systems
- SAP
- Oracle
- Salesforce
- Workday
- Custom HTTP
Document repos
- SharePoint
- Confluence
- Drive
- Notion
- S3
Frequently asked
Huginn, in plain English.
What model providers does Huginn support?
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Bring your own. Huginn integrates with leading European model providers as well as US providers under DPA and EU data residency. Open-weight models hosted in your environment are also supported.
How does Huginn align with the EU AI Act?
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Article 14's human oversight obligation is built into the case lifecycle: explicit reviewers, signed approvals, and full audit. Article 13 transparency obligations are met by the exported reasoning chain.
Can analysts work on the same case at once?
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Yes. Huginn supports live multi-user collaboration with role-based permissions, comments in the margin, and a complete changelog.
What's exported when a case closes?
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A signed bundle containing the hypothesis, all attached evidence with sources, the reasoning steps, model calls and citations, reviewer sign-offs, and the final decision.
Is Huginn a replacement for our analytics stack?
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No. Huginn sits above your analytics, your documents, and your subject-matter expertise. It's where evidence becomes a decision — not where you store evidence.
Pairs with
