ENGINEERING TOOLKIT.
FIELD UTILITIES.
INFRASTRUCTURE DECISIONS. BACKED BY DETERMINISTIC TOOLING.
Technical Utility Mandate
Hybrid-cloud architecture often fails at the “missing links”—the translation layers between legacy stacks and modern sovereign platforms. Our Engineering Toolkit provides specialized, browser-side utilities designed to solve specific Day-2 operational hurdles.
From VMware-to-Nutanix TCO modeling to egress cost forecasting and firewall logic translation, these tools prioritize deterministic outcomes over vendor estimates. Built by engineers, for the field.
“Logic is the only universal API.”
AI Ceph Throughput Calculator
Estimate aggregate bandwidth, Ceph node counts, and Erasure Coding overhead for AI Training Clusters.
AI Gravity & Placement Engine
Calculate Token TCO for Llama 3 70B (BF16) across AWS, GCP, CoreWeave, Lambda, Nutanix, and Cisco. Data Gravity scoring, OpEx Adder, Sovereign Mode, and placement verdict with Architect Tip.
GPU Utilization & AI Capacity Analyzer
Surface Effective GPU Yield, Capacity Illusion Index, and Phantom Scarcity — the architectural signals your monitoring dashboard does not show. Determines whether GPU shortage is structural or genuine.
AI Inference Saturation Analyzer
Identify token saturation points, inference queuing latency, and architectural bottlenecks before they impact production responsiveness.
AI Fabric Pressure Analyzer
Model east-west pressure, synchronization overhead, and fabric saturation risk before they constrain your GPU investment. Surfaces the Fabric Pressure Illusion — east-west congestion invisible to compute telemetry.
AI Runtime Governance Analyzer
Diagnose authority fragmentation, governance drift risk, and runtime control gaps across AI infrastructure environments. Surfaces the Runtime Authority Vacuum — who can actually stop a workload from running.
Distributed Inference Survivability Engine
Evaluate whether your inference stack can continue delivering responses when parts of the architecture fail. Surfaces the AI Inference Survivability Chain — the dependency path failures that replica count cannot prevent.
Distributed Inference Survivability Engine Guide → Launch Engine
AI Governance Assessment Analyzer
Measure the gap between claimed AI governance posture and demonstrable governance evidence. 24-question deterministic scoring across six domains. AIG-1 through AIG-5 maturity tier assignment with kill switch logic and deterministic remediation projection.
Azure PE Checker
Stateless auditor for Azure Private Endpoints. Detects recursive DNS loops and subnet exhaustion instantly.
Cloud Egress Cost Analyzer
Model true egress costs across AWS, Azure, and GCP — with Egress Multiplier Engine, dependency tier classification, exit difficulty rating, and private interconnect break-even.
Refactoring Cliff Calculator
Model economic pressure, platform lock-in, and migration complexity — with a five-year avoidable spend output and Refactoring Cliff Index that maps your position on the Velocity → Friction → Cliff continuum.
Governing Enterprise LCNC: Shadow Architecture Guide →
Launch Calculator
Cloud Idle Resource Analyzer
Identify idle infrastructure patterns across compute, storage, and Kubernetes — with architecture-aware interpretation of what your environment behavior reveals about your operating model.
Kubernetes Cost Density Calculator
Diagnose Kubernetes scheduling efficiency, fragmentation tax, and workload utilization gaps — with architectural archetype classification and density delta analysis.
Kubernetes Cost Density Calculator Guide →
Launch Calculator
Shadow Sovereignty Auditor
Detect hidden jurisdiction dependencies across identity, routing, telemetry, trust, and software supply chain authority. Your infrastructure may be sovereign — your control plane probably isn’t.
Cloud Repatriation Economics Engine
Evaluate whether a workload should still live in cloud — across economics, elasticity efficiency, operational separation, and infrastructure persistence. Repatriation Viability Signal, Economic Inversion Point, Stranded Capacity Risk, Cloud Dependency Residue.
HCI Migration Advisor
Automated readiness checks for vSphere to AHV migrations. Detects ISOs, snapshots, and hardware compatibility instantly.
VMware Core Calculator
Audit your VVF or VCF licensed core footprint. Applies the 16-core billing floor automatically and surfaces ghost core exposure and vSAN entitlement overages.
VMware Licensing Cost Model
Project your VVF or VCF renewal cost across three years. Low, Mid, and High contract scenarios with renewal escalation, cost delta vs legacy, cost per VM, and architecture signals.
VMware Renewal Estimator
Calculate your Broadcom impact and size your escape to Nutanix.
Aura Ops Utility
Correlate Pure FlashArray telemetry with Nutanix AOS snapshot policies to predict and prevent storage drift outages.
Metro Latency Scout
Validate RTT thresholds for Nutanix Metro Availability stability.
NSX-T to Flow Translator
Map VMware NSX-T firewall logic to Nutanix Flow instantly.
OpenTofu Readiness Bridge
Audit HCL configurations for BSL-divergence and migration templates.
Sovereign Drift Auditor
Audit Terraform plan.json for non-sovereign drift and unencrypted storage.
Terraform Lag Tracker
Track delays between Cloud API releases and Terraform support.
GitOps Boundary Mapper
Score Boundary Integrity across 11 infrastructure domains. Surfaces contested authority, unowned zones, and Policy Intent Drift before they become incidents — with scenario modeling to show which conflicts activate under failure conditions.
Cloud Restore Calculator
Estimate egress fees and transfer times across major CSPs.
Veeam Storage Estimator
Calculate capacity for ransomware-proof GFS retention.
Rubrik TCO Calculator
Benchmark TCO for Rubrik Security Cloud appliance vs. native.
Recovery Readiness Analyzer
Compare what your organization believes about its recovery posture against what it can actually demonstrate. Confidence Multiplier, Primary Constraint, and a scenario-based failure projection — surfaces the Recovery Confidence Illusion.
Recovery Dependency Mapper
Model your recovery dependency graph across six backbone categories and any number of critical systems. Detects circular dependencies, scores Recovery Order Confidence via Kendall Tau, surfaces Recovery Authorities by class, and identifies the assumptions your recovery plan cannot survive — surfaces the Recovery Dependency Spiral.
Disaster Recovery Authority Analyzer
Identify authority fractures, credential concentration risk, and blast-radius conflicts across five authority domains. Surfaces whether your organization can cross the Recovery Start Line under the incident conditions that matter most.
Disaster Recovery Authority Analyzer Guide →
Launch Analyzer
Ransomware Recovery Survivability Analyzer
Score recovery survivability across six authority domains against five ransomware-specific threat scenarios. Hard-failure collapse rules, Bus Factor ceiling, and a Recovery Kill Switch that names the single dependency standing between you and a recovery that actually starts.
Ransomware Recovery Survivability Analyzer Guide →
Launch Analyzer
Missing a Tool in Your Stack?
We specialize in building the “missing links” for Nutanix, Cisco UCS, and Hybrid Cloud environments. If you have a complex calculation or a repetitive troubleshooting workflow, let us automate it.