Telecom
Network, customer, billing, and agent decisions
Vendor AI claims, service assurance, fraud, billing, network autonomy, data sovereignty, and human override.
NSDM vertical research
One boundary architecture. Domain-specific evidence.
Each vertical changes the evidence, rules, consequences, user rights, and appropriate action. NSDM keeps one core architecture while creating domain-specific profiles.
QSR and retail
Choice, pricing, promotion, and service recovery
Decision friction, impulse, conflict, menu architecture, recommendation justification, trust, and abandonment.
Healthcare
Triage, evidence, and escalation
Source quality, contraindications, patient context, clinical authority, and emergency-routing thresholds.
Finance and credit
Underwriting, fairness, and appeal
Document evidence, adverse decisions, bias exposure, auditability, and cost per justified decision.
Cybersecurity
Refusal, assistance boundaries, and incident response
Dual-use code, malicious intent, safe transformations, SOC escalation, and adversarial testing.
Product assurance
Does the product actually work?
Authentication, uploads, reports, checkout, exports, flow evidence, and release gates.
Public sector
Authority, rights, and contestability
Eligibility, prioritisation, benefits, enforcement, appeal, and procurement claims.
NeuroBench
Decision health and multimodal evidence
EEG, gaze, EDA, heart-rate, facial-action evidence, task telemetry, and ethical intervention limits.
Enterprise AI and TokenOps
Model routing, cost, and justification
Cost per justified decision, context waste, vendor dependence, data exposure, and routing governance.
Shared infrastructure. Domain-specific validation.
These are research opportunities, not a claim of deployment in every sector. The same accelerator can execute very different decisions; their semantics, risks and authority rules require separate evaluation.
Behavioural and commercial decisions
Neuromarketing and customer-experience studies require consent and context-specific validation. Persuasion metrics do not establish human benefit.
Telecom, cloud and data centres
Connect admission, placement, capacity and cost. Reconcile effective resources and physical execution before accepting efficiency claims.
Private office and organisational decisions
Investigate confidential evidence, approval rights and escalation. A generated recommendation must not silently acquire execution authority.
Industrial and edge systems
Research bounded actions under local latency, connectivity and resource limits. CPU, GPU and other acceleration choices require workload-specific reference checks.