# AI Model Depreciation Rate AI Agent Connect

> Calculate model obsolescence velocity and reinvestment timing.

## Overview
- **Category:** analytics
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_kYQVFMJPx1ZCpbONse8wxW11VdH8QJvgcxqH0JWA/ai-agent-connect
- **Tags:** ai-obsolescence, model-lifecycle, sota-tracking, rd-planning, performance-decay

## Description

This MCP server provides specialized tools to determine the obsolescence velocity of AI models. By analyzing model age, SOTA improvement rates, and performance decay, it calculates the effective depreciation rate and identifies the optimal timing for model reinvestment. Use `get_effective_depreciation_rate` to find the total loss velocity, `calculate_reinvestment_timing` to plan upgrades, `assess_rd_intensity` to estimate research needs, and `analyze_retraining_adequacy` to verify if current retraining schedules are sufficient.

## Tools

### analyze_retraining_adequacy
Evaluates if the current retraining schedule is sufficient to maintain utility

### assess_rd_intensity
Estimates the necessary research investment to counteract obsolescence

### calculate_reinvestment_timing
Determines when the next model upgrade or retraining cycle must occur

### get_effective_depreciation_rate
Calculates the total velocity of model obsolescence

## Prompt Examples

**Prompt:** 
```
What is the effective depreciation rate for a 12-month old model with a 5% SOTA improvement rate and 2% performance decay?
```

**Response:** 
```
The effective depreciation rate is 7.0%.
```

**Prompt:** 
```
When should I reinvest in my model if the current depreciation rate is 10% and my utility threshold is 0.7?
```

**Response:** 
```
You should plan for reinvestment in 3 months; the urgency level is currently High.
```

**Prompt:** 
```
Is my current 6-month retraining cycle adequate for a model with a 15% effective depreciation rate?
```

**Response:** 
```
No, the current frequency is inadequate. A recommended frequency of 3 months is suggested to maintain utility.
```

## Frequently Asked Questions

**How do I calculate the total obsolescence velocity?**
You can use the `get_effective_depreciation_rate` tool, which combines the model's internal performance decay with the external SOTA improvement rate.

**Can this tool help with R&D budget planning?**
Yes, by using `assess_rd_intensity`, you can estimate the necessary research investment required to maintain a specific performance gap against the current SOTA.

**How do I know if my retraining frequency is enough?**
Use the `analyze_retraining_adequacy` tool to evaluate if your current retraining schedule keeps utility loss within safe margins.