Assess and report on AI tool subscriptions, usage patterns, and cost-effectiveness.
Scanned 9/9/2026
Install to Claude Code
npx -y skills add vamseeachanta/workspace-hub --skill ai-tool-assessment --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: ai-tool-assessment
description: Assess and report on AI tool subscriptions, usage patterns, and cost-effectiveness.
Use for reviewing AI subscriptions, analyzing tool usage, optimizing AI spend.
type: reference
version: 2.0.0
category: operations
last_updated: 2026-01-02
related_skills:
- background-service-manager
capabilities: []
requires: []
tags: []
scripts_exempt: true
---
# Ai Tool Assessment
## Overview
This skill provides a structured framework for evaluating AI tool subscriptions, identifying underutilized services, and optimizing AI-related spending. It generates comprehensive reports with actionable recommendations.
## Quick Start
1. **Trigger assessment** - Ask to "assess AI tools" or "review AI subscriptions"
2. **Answer questions** - Provide usage patterns when asked
3. **Review report** - Generated at `reports/ai-tool-assessment/assessment-YYYYMMDD.md`
4. **Take action** - Follow recommendations for optimization
```bash
# View latest assessment
cat reports/ai-tool-assessment/assessment-$(date +%Y%m%d).md
# List all assessments
ls -la reports/ai-tool-assessment/
```
## When to Use
- Monthly subscription reviews
- Quarterly budget planning
- When evaluating new AI tools
- After significant workflow changes
- Cost optimization initiatives
- Annual AI strategy reviews
## Trigger
User asks to assess AI tools, review AI subscriptions, or analyze AI tool usage.
## Instructions
When triggered, perform the following assessment:
### 1. Subscription Inventory
Review current paid memberships from `docs/AI_development_tools.md`:
| Service | Plan | Monthly Cost | Annual Cost |
|---------|------|--------------|-------------|
| Claude (Anthropic) | Max Plan | $106.60 | $1,279.20 |
| OpenAI | ChatGPT Plus | $21.28 | $255.36 |
| Google AI | Pro | $19.99 | $239.88 |
| GitHub Copilot | Pro | $8.88/mo | $106.60 |
| **TOTAL** | | **$156.75** | **$1,881.04** |
### 2. Tool Usage Analysis
Assess each tool category:
**Primary AI Assistants:**
- Claude Max: Code generation, complex reasoning, long-context tasks
- OpenAI Plus: Alternative perspective, GPT-4.1 access, DALL-E
- Google AI Pro: Gemini access, Google ecosystem integration
**Development Tools:**
- GitHub Copilot: Inline code completion, IDE integration
- Claude-flow: Multi-agent orchestration
- Factory.ai: Automated droids for CI/CD
- Google Antigravity: Agent-first IDE (in evaluation)
### 3. Generate Assessment Report
Create report at `reports/ai-tool-assessment/assessment-YYYYMMDD.md` with:
```markdown
# AI Tool Usage Assessment - [DATE]
## Executive Summary
- Total monthly spend: $X
- Primary tools in active use: [list]
- Tools underutilized: [list]
- Recommended actions: [list]
## Subscription Status
[Table of all subscriptions with renewal dates if known]
## Usage Patterns
[Analysis of which tools are used for what purposes]
## Cost-Effectiveness Analysis
| Tool | Cost/Month | Usage Level | Value Rating |
|------|------------|-------------|--------------|
| ... | ... | High/Medium/Low | 1-5 stars |
## Overlap Analysis
[Identify redundant capabilities across tools]
## Recommendations
1. [Keep/Cancel/Downgrade recommendations]
2. [Usage optimization suggestions]
3. [New tools to consider]
## Next Review Date
[Set quarterly review schedule]
```
### 4. Questions to Ask User
Before generating report, ask:
1. Which tools have you used most this month?
2. Are there specific tasks where one tool excels?
3. Any tools you haven't used in 30+ days?
4. New capabilities you need that current tools lack?
## Output
- Assessment report in `reports/ai-tool-assessment/`
- Updated `docs/AI_development_tools.md` if status changes
- Summary printed to console
## Report Templates
### Executive Summary Template
```markdown
## Executive Summary
**Assessment Date:** YYYY-MM-DD
**Review Period:** [Month/Quarter]
**Total Monthly Spend:** $XXX.XX
### Key Findings
1. [Primary finding]
2. [Secondary finding]
3. [Tertiary finding]
### Immediate Actions Required
- [ ] [Action 1]
- [ ] [Action 2]
### Long-term Recommendations
1. [Recommendation with timeline]
2. [Recommendation with timeline]
```
### Tool Comparison Template
```markdown
## Tool Comparison Matrix
| Capability | Claude | OpenAI | Google | Copilot |
|------------|--------|--------|--------|---------|
| Code Generation | ★★★★★ | ★★★★☆ | ★★★☆☆ | ★★★★☆ |
| Long Context | ★★★★★ | ★★★☆☆ | ★★★★☆ | N/A |
| IDE Integration | ★★★★☆ | ★★☆☆☆ | ★★★☆☆ | ★★★★★ |
| Cost Value | ★★★☆☆ | ★★★★☆ | ★★★★★ | ★★★★★ |
```
## Related Skills
- [background-service-manager](../background-service-manager/SKILL.md) - For running assessment scripts
- `coordination/session-start-routine/SKILL.md` - Includes tool health checks
---
## Version History
- **2.0.0** (2026-01-02): Upgraded to v2 template - added Quick Start, When to Use, Execution Checklist, Error Handling, Metrics sections; enhanced frontmatter with version, category, related_skills
- **1.0.0** (2024-10-15): Initial release with subscription inventory, usage analysis, cost-effectiveness reporting, recommendation framework
## Sub-Skills
- [Execution Checklist](execution-checklist/SKILL.md)
- [Error Handling](error-handling/SKILL.md)
- [Metrics](metrics/SKILL.md)
- [Best Practices](best-practices/SKILL.md)
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