The Expert Matrix
When two departments disagree on a fact, the Semantic Prioritization Matrix determines which truth wins — and documents exactly why, forever.
Every enterprise runs on conflicting truths
Finance, Legal, Operations — each department maintains its own version of reality. Traditional AI amplifies this chaos. ArcaQ resolves it.
Conflicting Data Silos
Finance says project budget is €2M. Operations says €1.8M. Legal says €2.1M. The AI doesn't know which to use — so it guesses.
Zero Auditability
When an AI decision is challenged, you cannot trace which data source was used, when it was validated, or who approved it.
No Expert Authority
Generic AI treats a tweet with the same weight as a validated report from your Chief Risk Officer. Institutional expertise is lost.
Knowledge Drain
When your senior experts retire or leave, their validated knowledge disappears. There is no system to capture, certify, and perpetuate it.
Three steps from chaos to certified truth
The Expert Matrix is the only system that captures, validates, and arbitrates enterprise knowledge — tracing every certified fact to its human source.
Capture — Brain-Ingestion
The Brain-Ingestion agent automatically extracts RDF triplets from documents, APIs, and databases — 10,000+ daily. Domain-aware extraction templates understand what matters in finance vs. legal vs. operations.
Validate — Refinery Agent
Domain experts review, annotate, accept, or reject each proposed triplet. Once validated, the fact is stored in the Knowledge Graph with the expert's identity, role, and timestamp — immutable and auditable.
Arbitrate — Semantic Prioritization Matrix
When departments conflict, the SPM applies your organization's configured priority rules. The winning truth is certified, the losing version is archived with full context, and the resolution is permanently documented.
The SPM in action
Finance and Operations report different project budgets. Here is how the Semantic Prioritization Matrix resolves the conflict with full auditability.
Before → Two departments, two truths
After → SPM applies rule R-12, one truth emerges
predicate: arcaq:officialBudget
object: "2000000"^^xsd:decimal
graph: arcaq:Finance_Priority1
rule: R-12 — Finance overrides Ops on budget
validator: Marie Leconte (CFO) · role:ChiefFinancialOfficer
timestamp: 2026-01-12T14:33:00Z
confidence:1.0
overrides: arcaq:Operations_Budget_20260108 (archived, not deleted)
Your organization. Your priority rules.
The Expert Matrix is fully configurable per organization. Define which domains have authority over which types of facts. Every organization has different governance — ArcaQ adapts to yours, not the other way around.
- Unlimited domains: Finance, Legal, HR, Operations, Risk, Strategy, R&D, Compliance and more
- Per-fact-type priority: Legal overrides on regulatory data, Finance on budget data, HR on headcount
- Hot-reload: update priority rules without service interruption (Patent Claim 17)
- Every arbitration decision permanently documented in the audit log
Priority Matrix (example configuration)
P1 = Highest authority · P2 = Secondary · P3 = Tertiary · — = No claim
Inside the Refinery Agent
The living institutional memory. Every fact is a triplet. Every triplet has an author. Every author has a role.
Example Expert Knowledge Triplets (RDF)
validator: Marie.Leconte@finance.corp
validator: K.Alami@legal.corp
validator: H.Benali@ops.corp
Every fact has a face
The Refinery Agent does not just store data. It stores certified knowledge — the difference between a file and a validated decision. Each triplet is associated with the human who verified it.
When your CFO validates a budget figure, that figure is certified in a high-priority Named Graph. The AI will never override it with a document scan, a web search, or its own probabilistic knowledge.
- Full provenance: source URI, timestamp, validator ID, role, confidence score
- Human-in-the-loop validation queue: experts review proposed triplets before certification
- Named Graphs for priority levels: Finance_P1, Legal_P1, Operations_P2, etc.
- Superseded facts archived, never deleted — full history always available
The only AI that knows who validated every fact
No other AI platform — GPT, Gemini, Claude, Palantir, or DataOS — offers expert-traceable institutional fact validation with conflict resolution at this level.
| Feature | ArcaQ Expert Matrix | Generic RAG / LLM | Knowledge Mgmt Tools |
|---|---|---|---|
| Fact validated by named human | ✓ Always | ✗ Never | ~ Partial |
| Conflict resolution between departments | ✓ Always | ✗ Never | ✗ Never |
| N-domain configurable priority rules | ✓ Yes | ✗ No | ✗ No |
| Losing fact archived (not deleted) | ✓ Always | ✗ N/A | ~ Depends |
| Full audit trail per decision | ✓ Native | ✗ No | ~ Partial |
| Hallucination architecturally impossible | ✓ By design | ✗ Risk present | ~ Partial |
| Hot-reload priority rules (no restart) | ✓ Patent Claim 17 | ✗ N/A | ✗ No |
Expert authority, by domain
The Expert Matrix adapts to any industry. Configure which domain holds authority for each fact type.
Banking & Finance
Defense & Government
Healthcare
Energy & Mining
Deploy the Expert Matrix in your organization
Configure N domains, define your priority rules, and let ArcaQ's Refinery Agent turn your organizational expertise into a certified, auditable single source of truth.