Sovereign AI Product · Find Anything. Cite Everything.

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Ask your documents.
Get cited answers.

Cited answers from your policies, contracts, and team knowledge. Access rules stay in place; sensitive documents stay under your control.

An answer with a source.Approved knowledge, ready to inspect.

From friction to flow

Put your knowledge to work.

Your team already has the knowledge. Make it easier to find, check, and use.

  • Today: Searching scattered filesWith GRIMOIR: A cited answer
  • Today: Asking around againWith GRIMOIR: Shared knowledge
  • Today: Unclear document accessWith GRIMOIR: Permissions respected

The improvement is evaluated in your pilot.

Use cases

Where GRIMOIR could help.

Example workflows for teams working with sensitive knowledge. These show potential applications; usefulness and answer quality are evaluated in a pilot.

Insurance

Policy & claims knowledge

Clearer, more consistent responses without repeatedly escalating routine questions.

Example workflow

Bring policy wording, claims procedures, and approved precedent into a controlled search. Help handlers find the relevant evidence before responding.

Compliance

The current policy, cited

Less uncertainty over which rule applies and a clearer trail for review.

Example workflow

Give staff answers from the approved policy library, with the source available to inspect. Keep access rules and human review in the workflow.

What it does

What GRIMOIR does for you.

GRIMOIR is built for businesses where answers need evidence, control, and accountability. Trusting the answer matters as much as getting one quickly.

  1. 01Ask in plain language, get cited answers

    Ask questions in natural language and get answers from your own files in seconds. Every answer cites the source document so your team knows exactly where it came from.

  2. 02Expertise that outlasts the people who hold it

    When someone leaves, their knowledge stays in the platform. GRIMOIR captures and indexes institutional expertise so turnover does not drain your regulatory or operational memory.

  3. 03Across every document, every format

    Policies, contracts, manuals, reports. Mixed formats across multiple systems. GRIMOIR indexes everything and makes it queryable from one place.

  4. 04Cited, verified, and human-reviewed

    Every answer comes back with sources from the original documents and is checked for accuracy before it is surfaced. Your legal and compliance teams can trust the trail.

How rollout works

From first domain
to whole business.

A staged rollout that earns trust one area at a time. Oversight, citation quality, and access rules stay in place at every step.

01 · First domain

Start where the value is clearest

Choose a high-value document collection and representative questions. Agree how to assess search effort, answer quality, and source accuracy against the current workflow before expanding.

02 · Ongoing oversight

Keep the rules visible

Access rules, review checkpoints, and verification settings stay visible to your legal, risk, and platform teams. The platform's behaviour is always understandable. Never a black box.

03 · Expand with confidence

Roll out across the business

Once the first domain is dependable, we extend GRIMOIR across more repositories and more teams. Same oversight, same identity rules, same human checkpoints, kept in place.

Start with the process: how a knowledge pilot works. For deployment detail, read On-premise RAG platform (EU).

Why own the knowledge layer?

Your knowledge. Your rules.

Control how your organisation finds and uses its knowledge: the repositories it searches, the permissions it respects, the models it runs, and the evidence it returns. GRIMOIR makes the retrieval pipeline, audit trail, and human review part of a system you can shape around your work.

EU-only data path

Documents and queries stay on EU-hosted infrastructure you control. Answers are generated entirely within your sovereign environment.

GDPR and EU AI Act ready

Access controls, audit trails, and human review checkpoints are native to the platform. Not bolted on before go-live.

Built in Malta for the EU

Engineered by a team working under EU law, for operators subject to EU law. The regulatory context is not an afterthought.

Technical Specifications

For the engineers in the room.

What's under the hood, in case it matters to your platform team.

Model hosting
Open-source LLMs running entirely on your infrastructure. No external API calls, no data egress, no vendor handshake to answer a question your team owns.
Retrieval
Agentic retrieval with multi-step verification loops and citation-bound responses, designed for legal, finance, and regulated R&D.
Document ingestion
Platform-native support for PDF, Office, Markdown, HTML, and plain text from file stores and standard repositories. Proprietary DMS connectors scoped per engagement.
Deployment
Self-hosted on-premises, private cloud, or sovereign-cloud. Auto-scaling resources match query volume and corpus size.
Identity & access
OIDC and SAML integration so retrieval respects existing repository-level and document-level access rules. The same query returns different answers for different people, by design.
Audit & governance
Query logs, citation lineage, model versions, and operator actions are surfaced for legal, risk, and platform teams. Human-in-the-loop checkpoints applied where the cost of a wrong answer is high.
Custom models
Roadmap includes distilled, domain-tuned LLMs trained privately on your corpus and deployed alongside it.
Next Step

Make your knowledge useful.

Tell us about your documents, the rules around who can see them, and what your team needs to ask. We come back with a concrete rollout plan in plain language, with the technical detail your platform team needs.

Scope a knowledge pilotRead the EU brief