# AI Multi-Tenant Isolation Cost Modeler AI Agent Connect

> Calculate infrastructure costs, isolation overhead, and scaling economics for multi-tenant AI workloads.

## Overview
- **Category:** infrastructure
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_lT6nBhi7MJrVDbFWdfddv5WGjFLplp1Pb1VvONNv/ai-agent-connect
- **Tags:** cost-modeling, multi-tenancy, infrastructure, ai-scaling, tenant-isolation

## Description

This MCP server provides financial modeling tools to determine the infrastructure expenditure of hosting multiple AI tenants. It analyzes the tension between resource efficiency and risk mitigation by calculating costs across different isolation tiers. Use `query_tenant_cost_breakdown` to see individual tenant costs, `query_scaling_efficiency` to analyze economies of scale, `query_noisy_neighbor_impact` to estimate over-provisioning risks in shared environments, and `query_infrastructure_total_projection` to forecast total spend for a planned fleet of tenants.

## Tools

### query_infrastructure_total_projection
Calculates the total projected infrastructure spend for a planned fleet of tenants

### query_noisy_neighbor_impact
Estimates the "hidden cost" of over-provisioning required to mitigate performance interference in shared environments

### query_tenant_cost_breakdown
Provides a granular view of how much a single tenant costs based on their specific isolation and resource needs

### query_scaling_efficiency
Determines if the current infrastructure strategy is becoming more or less efficient as more tenants are added

## Prompt Examples

**Prompt:** 
```
What is the cost breakdown for a tenant with logical isolation and 50 units of compute allocation with a 1.2 security overhead?
```

**Response:** 
```
The cost per tenant is $60.00, with an isolation overhead of 15% and a total tenant cost of $69.00.
```

**Prompt:** 
```
How efficient is my scaling if I have 100 tenants using shared isolation?
```

**Response:** 
```
The economies of scale factor is 0.85, showing a positive efficiency trend as you add more tenants.
```

**Prompt:** 
```
Project the total cost for 500 tenants using physical isolation with 100 compute allocation and 1.1 security overhead.
```

**Response:** 
```
The total projected cost for 500 tenants is $55,000.00, consisting of $50,000.00 in compute spend and $5,000.00 in security spend.
```

## Frequently Asked Questions

**How does isolation level affect my costs?**
Higher isolation levels, such as physical isolation, increase costs because they require dedicated hardware, whereas shared isolation is more cost-efficient but carries higher noisy neighbor risk.

**Can I project future spending for a large number of tenants?**
Yes, you can use `query_infrastructure_total_projection` to calculate the total projected spend, including compute and security costs, for a planned fleet of tenants.

**What is the risk of using a shared isolation model?**
Shared models carry a higher risk of noisy neighbor interference. You can use `query_noisy_neighbor_impact` to estimate the cost of over-provisioning needed to mitigate this risk.