AI Usage Analysis Dashboard

Budget forecasting for token-based pricing

Loading... Loading...

Processing data...

Total Requests
0
-
Per Seat / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Per User / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Total Tokens
0
In/Output + Cache Read/Write
Per Seat / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Per User / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Total Tokens (w/ Cache)
0
Cache Read + Cache Write
Per Seat / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Per User / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Total Tokens (w/o Cache)
0
Input + Output only
Per Seat / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Per User / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg0
p90-
Projected Cost
$0.00
0 users
Per Seat / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg$0.00
p90-
Per User / Month ?p10: 10% of users use less than this value | p90: 10% of users use more than this value
p10-
avg$0.00
p90-

Usage by Model

Token Distribution

Cost Over Time

Tokens Over Time

Requests Over Time

Cost by Seat

Seat Requests Input Tokens Output Tokens Cache Read Cost % of Total

Cost by Model

Model Requests Input Tokens Output Tokens Cost % of Total

Monthly Summary

Month Requests Input Tokens Output Tokens Cache Read Cost

2026 Cost Simulation

Projecting costs based on historical averages with 2% monthly growth (30 seats, 150 users)

Model Distribution Scenario

Base Usage Metrics

Avg Monthly Tokens/Seat 0
Avg Monthly Tokens/User 0
Usage Cost/Seat/Month $0.00
Usage Cost/User/Month $0.00
Usage Cost/User/Hour $0.00

Plan Cost Comparison

Cost Component Cursor Team Cursor Enterprise Difference

Plan Features

Feature / Pricing Cursor Team Cursor Enterprise

Monthly Cost Projection

Month Cursor Team Cursor Enterprise

2026 Claude Simulation

Projecting costs for Claude subscription plans based on historical averages with 2% monthly growth (seats = users)

Note 1: Subscription-based plans with strict no seat-sharing enforcement. Anthropic does not publish exact token limits — values shown are community-estimated.

Note 2: Token & request counts from Cursor may differ from Claude due to different counting methods. Claude's request and token count may vary to Cursor's, the numbers are just for reference.

Team Configuration

Number of Users Team plans limited to 75 users
Extra Usage Distribution

Plan Cost & Capacity Analysis

Plan Seat Cost ?Base monthly subscription per user Incld Capacity ?Tokens included per user/month (Mtok) vs Avg ?Plan vs your avg: - Extra Monthly Needed ?Overage beyond included capacity
Cache discount: -

Cost Formula:
-		 Per User Monthly Cost ?Seat + overage @ API rates Total Monthly Cost ?Per user × - users Annual Cost (2% Growth) ?Total cost over 12 months with 2% monthly growth rate
Team Standard
Annual billing		 $20/user/mo ~7.5M/mo - - - - -
Team Premium
Annual billing		 $100/user/mo ~37.5M/mo - - - - -
Enterprise Standard
Custom pricing		 $60/user/mo (rumor) ~10M/mo - - - - -
Enterprise Premium
Custom pricing		 $150/user/mo (rumor) ~50M/mo - - - - -
Enterprise Usage-Based
Pay as you go		 Custom UNLIMITED FITS - - - -

* Hover over column headers (?) for detailed calculation explanations

Data Training & Retention Policy

Feature Team Enterprise
Training Policy
Data Used for Training? NO - Commercial Terms NO - Commercial Terms
Opt-Out Available? N/A - protected by default N/A - protected by default
Retention Policy
Default Retention 30 days Indefinite (configurable)
Custom Retention NOT AVAILABLE YES - minimum 30 days
Zero Data Retention NOT AVAILABLE YES - via security addendum
User Deletion Within 30 days Immediate with ZDR

For Niteco: Both Team and Enterprise plans are protected under Commercial Terms of Service. Anthropic contractually guarantees your data will NOT be used for model training.

2026 GitHub Copilot Simulation

Projecting costs for GitHub Copilot plans based on historical averages with 2% monthly growth

Note: Token & request counts from Cursor may differ from GitHub Copilot due to different counting methods. GitHub Copilot's request and token count may vary from Cursor's, the numbers are just for reference.

Team Configuration

Number of Developers

Plan Cost & Capacity Analysis

Plan Seat Cost ?Base monthly subscription per developer Incld Capacity ?Requests included per user/month vs Avg ?Plan vs your avg: - req/mo Extra Monthly Needed ?Additional requests beyond included capacity (avg - included) Total Monthly (x Users) ?Per developer × - developers Annual Cost (2% Growth) ?Total cost over 12 months with 2% monthly growth rate
Business
Organizations		 $19/user/mo 300 req/mo - - - -
Enterprise
Copilot + GitHub Enterprise Cloud		 $60/user/mo 1,000 req/mo - - - -

Note: Annual cost calculated with 2% monthly growth rate applied to monthly base cost.

Enterprise pricing: $39 Copilot Enterprise + $21 GitHub Enterprise Cloud = $60/user/mo total.

Feature Comparison by Plan

Feature Business Enterprise
Enterprise & Governance
Organization license management ✓ ✓
Policy management ✓ ✓
Public code filter ✓ ✓
Fine-tuned custom models ✗ ✓
IP indemnity ✗ ✓
SSO & SCIM ✗ ✓
Audit logs ✗ ✓
Data & Privacy
Training on your code ✓ No ✓ No

Monthly Cost Projection

Month Business Enterprise

AI Coding Tools Comparison: GitHub Copilot vs Cursor vs Claude

Fact-based comparison of three fundamentally different AI coding approaches
Last updated: February 2026

Market Position & Customer Base

Metric GitHub Copilot Cursor Claude (Anthropic)
Primary Customer Segments • Enterprise, Fortune 100
• Microsoft/GitHub ecosystem
• Regulated industries 		• Tech startups, scale-ups
• Individual power users
• Fortune 500 companies 		• Enterprise
• Mixed technical/non-technical teams
• Finance, healthcare, legal sectors
Notable Customers • Most Fortune 100
• Microsoft internal teams 		• Midjourney, Perplexity, OpenAI
• Shopify, Stripe, Salesforce, Infosys 		• Bridgewater, BCG
• DoorDash, Sourcegraph, Asana

What Each Tool Actually Is

Category GitHub Copilot Cursor Claude (Anthropic)
Product Type AI coding assistant plugin for existing IDEs AI-native IDE (VS Code fork with built-in AI) General-purpose AI platform with coding as one vertical
Integration Model Plugin you add to VS Code, Visual Studio, JetBrains, Neovim, etc. Keep your existing workflow. Replace your current IDE. Move to Cursor. Entire editor designed around AI-first workflows. Desktop app, Claude Code (terminal), VS Code extension, Browser agent.
Core Functionality AI suggests code inline as you type. Code completions, chat, PR workflows. Parallel agents, multi-file refactoring, background task execution, full codebase context. Agentic coding via terminal And Chat, computer use, document generation (Artifacts), desktop automation.

Exceptional/Differentiating Features

Feature GitHub Copilot Cursor Claude (Anthropic)
Enterprise Features SSO, SCIM, audit logs, IP indemnity SSO, audit logs, model management SSO, SCIM, audit logs, SOC 2 Type II, HIPAA eligible
Agentic Capabilities Ecosystem Agent
• Issue-to-PR automation
• Agentic DevOps (security fixes in CI/CD)
• Enterprise-constrained autonomy 		IDE Orchestrator
• Composer Agent Mode (auto file edits + terminal)
• Parallel agents
 Autonomous Operator
• Terminal-based system orchestration
• Sub-agent delegation (parallel tasks)
Context & Intelligence 64K tokens standard, file-level focus Codebase indexing, multi-file context 200K standard, 500K Enterprise
Model Flexibility Multi-provider Multi-provider (most broad support) Claude models primary
Cost Model Request-based, no share seat, extra @ $0.04/request starting from
• Business $19/seat/mo - 300/req/mo
• Enterprise $(39+21)/seat/mo - 1000/req/mo
 Credit-based, charge @ api rate + fee @ $0.25 per MTok, starting from
• Teams $40/seat/mo ($20 individual credit)
• Enterprise $60/seat/mo ($20 shared credit)
 Subscription-based, no share seat, extra @ api rate, starting from
• Team $25-150/seat/mo (40-200 messages/5hrs)
• Enterprise ~$60/seat; (Usage base available)

Limitations & Concerns

Concern GitHub Copilot Cursor Claude (Anthropic)
Key Issues • Limited context
• Weak multi-file refactoring
• Less autonomy
 • Performance issues (large files, memory freezes)
 • Terminal-based
• Usage limits controversy

Configuration

Seat Count 30
User Count 150
Users per Seat 5
Hours per Month 166
Usage Cost/User/Hour -
Token Fee (Base) $0.25 / M tokens
Team Plan Fee $0.25 / M tokens (no discount)
Enterprise Fee (≤$100k) $0.225 / M tokens (10% discount)
Enterprise Fee (>$100k) $0.2125 / M tokens (15% discount)

Model Pricing ($ per million tokens)

Model Input Cache Write Cache Read Output Token Fee

Claude API Cache Pricing (for Extra Usage)

This pricing is used when calculating costs for extra tokens beyond included plan capacity. Prices are per million tokens, based on official Claude API pricing.

Model Cache Read Cache Write Regular Input Output Cache Benefit
Sonnet 4.5 $0.30 $3.75 $3.00 $15.00 10x cheaper reads
Haiku 4.5 $0.10 $1.25 $1.00 $5.00 10x cheaper reads
Calculated Distribution from Your Data
Input/Output Ratio 99.2% input / 0.8% output
Cache Read (of input) 88.9%
Cache Write (of input) 9.3%
Regular Input (of input) 1.8%

* Cache reads are 10x cheaper than regular input, making high cache hit rates very cost-effective
* Distribution percentages are calculated automatically from your uploaded CSV data

Usage Categories

Billable (Included)

    Free

      Excluded from Analysis