AI Adoption & Cost

Know what your AI coding tools return. Claude Code, Cursor, GitHub Copilot, and Codex each bill in their own way. CodeCortex puts their adoption, cost, and return side by side, by team and by person.

Book a demo All use cases

Every AI tool, on one page.

Separate vendor dashboards and billing pages make AI tools hard to compare. CodeCortex brings them together and measures each one the same way.

CloudAEyeAI Adoption & Cost · Engineering · Spend by tool

Spend by tool

Claude Code, Cursor, GitHub Copilot, and Codex each bill in their own way: seats, tokens, or usage. See every tool's monthly spend on one scale, against your budget.

  • Seats, tokens, and usage-based pricing
  • Every tool on one scale
  • Against your monthly budget
Monthly AI spendLast 6 months
  • Claude Code $5,420
  • Cursor $2,640
  • GitHub Copilot $1,520
  • Codex $1,720
Show as table
Month Claude Code Cursor GitHub Copilot Codex Total
Jun $3,100 $2,300 $1,520 $980 $7,900
Jul $3,700 $2,380 $1,520 $1,000 $8,600
Aug $4,250 $2,450 $1,520 $1,180 $9,400
Sep $4,800 $2,500 $1,520 $1,380 $10,200
Oct $5,100 $2,560 $1,520 $1,470 $10,650
Nov $5,420 $2,640 $1,520 $1,720 $11,300
CloudAEyeAI Adoption & Cost · Engineering · Who uses what

Who uses what

See which AI tools each person uses, how often they use them, and what each person costs a month.

  • By person and by team
  • Active days in the last 30
  • Monthly cost per person
AI usersLast 30 days
Person Team Tools Active days Monthly cost
Priya S. Payments Claude CodeCursor 22 $295
Ana R. Platform Claude Code 24 $175
Sam O. Payments CodexGitHub Copilot 12 $181
Lena K. Mobile GitHub Copilot 17 $38
Tom W. Mobile GitHub Copilot 0 Idle $19

Tom W. has not used GitHub Copilot in 30 days.

CloudAEyeAI Adoption & Cost · Engineering · Unused licenses

Unused licenses

Find seats nobody uses, and reassign or cancel them before the next renewal. Track adoption against your target.

  • No activity in 30 days
  • Unused seats by tool
  • Adoption against your target
SeatsNo activity in 30 days
Active seats: 52 of 6481%, target 80%
Tool Unused seats Monthly cost Suggested
GitHub Copilot 9 $171 Reassign
Cursor 2 $80 Cancel
Codex 1 $25 Cancel

12 unused seats cost $276 a month. Reclaim them before the next renewal.

CloudAEyeAI Adoption & Cost · Engineering · Spend by team

Spend by team

AI spend rolls up from people to teams and the whole organization, so each team sees its spend against budget before the bill arrives.

  • Against each team's budget
  • Change from last month
  • Rolls up to the organization
AI spend by team$11,300 of $15,000
  • Platform $3,900 of $4,000+6% vs last month Near budget
  • Payments $2,750 of $3,500−4% vs last month
  • Mobile $1,980 of $2,500+1% vs last month
  • Checkout $1,520 of $2,000+3% vs last month
  • Data $1,150 of $3,000−2% vs last month
CloudAEyeAI Adoption & Cost · Engineering · Return

Return

Go past cost. Hours saved, valued at your loaded hourly rate, show what each tool returns for every dollar spent.

  • Hours saved, estimated
  • Value at your hourly rate
  • Return per tool
  • AI spend$11,300This month
  • Hours saved402Estimated
  • Value returned$48,240At $120 an hour
  • Net savings$36,9404.3× return
Value returned per $1By tool
  • Cursor5.0×
  • Codex4.3×
  • Claude Code4.0×
  • GitHub Copilot3.9×

Adoption, activity,
cost, and return.

Usage alone says little. Paired with cost and output, it shows where AI pays off and where it does not, measured the same way for every tool, by team and by person.

Find seats nobody uses.

Adoption health shows who has a license but rarely uses it, so you can reassign or cancel seats before the next renewal and track each team against its adoption target.

  • Unused seatsReassign or cancel
  • AdoptionBy team
  • TargetSet by you
See an example

See usage and cost for every person.

Each developer's AI activity and cost are broken down by tool, so you can see which tools people rely on and which they only tried.

  • Tokens and active timePer developer
  • AcceptanceSuggestions and actions
  • Monthly spendBy tool
Connect your tools

Roll spend up by team.

Seats, tokens, and usage-based pricing add up in different ways. CodeCortex totals AI spend by team and for the organization against your budget.

  • Per teamAgainst budget
  • Per toolCost per active user
  • ChangeMonth over month
See spend by team

Go past cost to return.

CodeCortex estimates the value returned from accepted AI-written code at your loaded hourly rate, with the assumptions shown. Team Insights shows how throughput and review speed change alongside it.

  • Hours savedEstimated
  • ReturnedAt your hourly rate
  • Net savingsAfter AI spend
Explore Team Insights

Set it up.

Connect your AI tools once. The dashboard fills in from their usage data.

  1. Connect your AI coding tools.Claude Code, Cursor, GitHub Copilot, and Codex.
  2. Connect GitHub, GitLab, or Bitbucket, and Jira.
  3. Group people into teams.The same teams you use in Team Insights.
  4. Set your assumptions.Loaded hourly rate, baseline, adoption target, and budget.
  5. Review adoption, cost, and return every month.