SOVEREIGN\PROVENANCE · Fractal
Epistemic Confidence
Confidence scoring for provenance claims. Measure the strength and reliability of provenance evidence.
As provenance systems scale, stakeholders need clear signals about the reliability of claims. Epistemic Confidence provides automated scoring that evaluates evidence strength, weights different proof types, and flags potential integrity risks.
Protocol surface
Epistemic Confidence
01
Signal
02
Confidence
03
Bound
Protocol surface — not a live dashboard.
What we promise
Automated confidence scoring… evaluate evidence strength instantly.
Intelligent evidence weighting… cryptographic proofs, timestamps, lineage chains, and attestations.
Risk assessment… identify gaps before they become problems.
Visual confidence indicators… clear signals for stakeholders and decision-makers.
Who it's for
- •Enterprises requiring high-confidence provenance verification
- •AI labs tracking model and dataset lineage
- •Compliance officers needing evidence strength metrics
- •Platforms making risk-aware decisions about artifacts
Your journey
From provenance claim to confidence score…
Provenance claim
Existing provenance record with evidence and metadata.
Evidence analysis
Analyze cryptographic proofs, timestamps, lineage chains, and attestations.
Confidence scoring
Calculate confidence score based on evidence strength and completeness.
Risk assessment
Identify gaps in evidence and flag potential integrity risks.
Visual indicators
Display confidence levels with clear, intuitive visual signals.
Stakeholder alerts
Notify decision-makers when confidence levels change or risks are detected.
What you get
Automated confidence scoring
Evaluate evidence strength based on multiple factors
Evidence weighting
Intelligent weighting of cryptographic proofs, timestamps, lineage chains, and attestations
Risk assessment
Identify gaps in provenance evidence and flag potential integrity risks
Visual confidence indicators
Clear, intuitive visual indicators for stakeholders and decision-makers
Confidence history
Track confidence scores over time as evidence accumulates
Gap analysis
Identify missing evidence types that could strengthen confidence
Measurable results
Integrations
Buy this layer
One-time purchase per artifact. Parent subscriptions below keep console access.
Add-on
Epistemic Confidence Scoring
Advanced confidence metrics for artifact provenance validation
$5 / artifact
Buy Epistemic Confidence ScoringBundle
Predictive Analytics Bundle
Digital Twin Prediction + Epistemic Confidence Scoring
$18 / artifact
Buy bundleIncluded with these plans
Buy this layer as a one-time add-on, or include it with an Enterprise or AI Provenance subscription.
AI Provenance
Usage-based dataset and model lineage for ML teams
- 10k proofs/month included
- Dataset + model manifests
- Training lineage API + SDKs
- Auditor compliance bundles
- Overage $0.05/proof after 10k
- Dedicated compliance engineer
Enterprise & R&D
Clean IP and compliance for teams
- API + SDK
- SSO + RBAC
- Compliance snapshots (EU AI Act, ISO 42001)
- Priority SLA
- Custom integrations
- Dedicated support
Proof & sharing
Know how confident you can be in every provenance claim.
FAQs
Compliance & trust
Epistemic Confidence transforms provenance claims into actionable intelligence.
Governed by The Covenant of Restraint, aligned with our Mission & Vision, and grounded in the Genesis Moment.