Prove your decisions before you deploy
From fragile to robust. With proof.
DRI is the first infrastructure for proving decision reliability. It transforms optimization outputs into auditable evidence bundles with cryptographic chain of custody — so boards, auditors, and operations can trust the decision.
Built for
The problem with optimization today
Optimization software tells you what to do.
It never tells you if you should trust it.
The Decision Reliability Rating
A single score that tells you if your decision is ready for deployment.
The DRI Infrastructure
Six components that transform optimization into auditable proof.
Decision Reliability Rating
Score 0-100 with semaphore
The core metric that quantifies how stable a decision is under perturbation. Score translates to traffic-light semaphore: RED (fragile), YELLOW (review), GREEN (robust).
Probe Generator
N variations for stress testing
Automatically generates perturbation scenarios: seed variations, noise injection, constraint relaxation, parameter sweeps. Tests decision stability under realistic uncertainty.
Reliability Engine
4 stability indices
Computes four indices: Sensitivity (local gradient), Degeneracy (solution space), Regime Shift (phase transitions), Backend Consistency (cross-platform stability).
AI Explainer
Action playbooks
Generates prioritized recommendations when decisions are fragile. Maps fragility drivers to concrete remediation actions with effort estimates.
Evidence Vault
Auditable proof bundles
Every proof test produces a cryptographically sealed evidence bundle with full chain of custody. Schema versioning ensures backward compatibility.
Proof Reports
11-section institutional format
Generates comprehensive proof reports with executive summary, methodology, metrics, comparison, and recommendations. PDF certificates with QR verification codes.
Where DRI creates value
Any decision that matters deserves proof.
Energy & Utilities
Unit commitment optimization
Problem: Dispatch schedules collapse under demand uncertainty
Solution: DRI proves schedule stability before operational deployment
Supply Chain
Network flow optimization
Problem: Routing decisions flip with small cost changes
Solution: DRI identifies fragile routes before disruption
Finance & Risk
Portfolio optimization
Problem: Allocations change drastically with parameter updates
Solution: DRI validates allocation stability for compliance
Manufacturing
Production scheduling
Problem: Schedules break with machine availability changes
Solution: DRI stress-tests schedules before commitment
Evidence bundles with chain of custody
Every proof test produces a cryptographically sealed bundle. Schema version 1.0 is frozen for backward compatibility — bundles created today will verify forever.
schema_versionFrozen for backward compatibilityissuer_idIssuing authority identifiertenant_idCustomer/organization identifiercontent_hashCryptographic hash of bundle contentprevious_bundle_hashLinks to prior bundle in chainsequence_numberOrdering in bundle chain{
"metadata": {
"schema_version": "1.0",
"issued_at": "2026-02-10T21:11:42Z",
"issuer_id": "softquantus-dri-v1",
"customer_tenant_id": "energy-demo",
"content_hash": "7231f210...",
"sequence_number": 1
},
"before": {
"drr_score": 38.5,
"semaphore": "RED",
"conclusion": "fragile_block"
},
"after": {
"drr_score": 92.3,
"semaphore": "GREEN",
"conclusion": "robust_proceed"
},
"delta": {
"score_improvement": 53.8,
"transformed": true
}
}Ready to prove your decisions?
Start with a 30-day pilot. One real decision. Before/after proof.
If it doesn't improve reliability, you pay nothing.
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