AI DEPLOYMENT INFRASTRUCTURE # Estimate the cost of fragmented AI system definitions . This AI infrastructure ROI calculator uses transparent, editable assumptions to estimate the engineering time associated with reconstructing context, handoffs, evidence preparation, and incidents linked to unclear AI system state. [Calculate potential value ↓](#roi-calculator) Editorial visual representing a clear AI infrastructure planning record 01 A planning tool, not a promise. Keep the assumptions visible, replace illustrative values with your own, and validate the result with the people responsible for the decision. Browser-only calculation No personal information required No exchange-rate conversion ILLUSTRATIVE SCENARIO ## Set the assumptions your team can defend . Calculations happen only in this browser. No values are saved, sent, or used to create a quote. Your team Engineers working on AI systems People who build, review, release, or maintain AI-enabled systems. Fully loaded annual cost per engineer Use your own salary and overhead planning method. Work weeks per year Use the planning calendar your organization applies. Fragmentation and rework Weekly reconstruction hours per engineer Time spent finding or rebuilding AI system context. AI system handoffs or environment moves per month Material transfers between people, teams, providers, or environments. Avoidable hours per handoff Rediscovery, comparison, documentation recovery, and clarification work. Evidence preparation hours per quarter Engineering, security, risk, and governance preparation time. Annual incident and rollback hours Diagnosis and recovery time linked to unclear versions or ownership. Recovery assumptions The percentages below are illustrative starting points, not Viorant customer benchmarks. Fragmentation time recoverable % Illustrative starting assumption. Replace with a defensible value. Handoff time recoverable % Illustrative starting assumption. Replace with a defensible value. Evidence preparation time recoverable % Illustrative starting assumption. Replace with a defensible value. Incident and rollback time recoverable % Illustrative starting assumption. Replace with a defensible value. Optional investment and display currency Estimated annual Viorant investment Optional. ROI and payback appear only when this is greater than zero. Display currency USD — US dollar EUR — Euro GBP — Pound sterling Formatting only. No exchange-rate conversion is applied. Calculate potential value → ↺ Reset to defaults ESTIMATED ANNUAL IMPACT ⌘ Print result Based on the current illustrative assumptions. Current coordination and rework cost $182,625 Four work categories in this model. Recoverable engineering hours 584.8 Potentially recoverable under your assumptions. Gross potential annual value $54,825 Recovered-time value before any investment. ### Recoverable value by category Fragmentation $40,500 Handoffs $9,450 Evidence $3,750 Incidents $1,125 Accessible category breakdown Category Current hours Recoverable hours Potential value Fragmentation 1,440 432 $40,500 Handoffs 288 100.8 $9,450 Evidence 160 40 $3,750 Incidents 60 12 $1,125 How this estimate works + Hourly cost equals annual engineer cost divided by work weeks and 40 hours. The model then separates fragmentation, handoffs, evidence preparation, and incident or rollback work. Potential value applies the recovery percentage you entered to each category. It excludes revenue gains, token savings, compliance outcomes, avoided fines, and speculative incident costs. Planning disclaimer: This is an illustrative scenario, not a savings guarantee, financial return, performance, security, or compliance claim. Validate the inputs and assumptions with the people responsible for your decision. [Explore Viorant Hub →](/hub)[Talk to Viorant →](/contact) WHERE THE ESTIMATE COMES FROM ## Four sources of engineering cost . - 01 Fragmentation. Engineers, weekly reconstruction hours, work weeks, and hourly cost. - 02 Handoffs. Monthly handoffs, avoidable hours per handoff, and hourly cost. - 03 Evidence. Quarterly evidence preparation hours and hourly cost. - 04 Incidents. Annual incident and rollback hours and hourly cost. QUESTIONS, ANSWERED ## About this planning scenario . 01 Does Viorant guarantee these savings? + No. The calculator is an illustrative planning scenario based on the inputs and recovery assumptions entered in the browser. It is not a guarantee of savings, performance, compliance, or financial return. 02 Where do the default recovery percentages come from? + They are neutral starting assumptions for scenario planning, not measured Viorant customer outcomes. Replace them with figures your team can defend. 03 Does the calculator send my data to Viorant? + No. The first release calculates in the browser and does not require personal information. Analytics events carry only the event name and page context, never calculator inputs or results. FROM SYSTEM RECORD TO DEPLOYMENT PATH ## Explore a neutral AI system definition . Viorant helps teams compose meaningful artifacts in `.vio`, verify stated evidence with Trust, and prepare definitions for supported deployment targets with Helix. [Explore Viorant Hub →](/hub)[Talk to Viorant →](/contact)