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AI value. Made visible.

Make AI worth
the investment.

See what AI saves, what it costs, and where it creates value. All backed by evidence.

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From costs to clarity

A clear answer to:
is AI paying off?

Connect the AI tools your teams already use, and see what they return: time, cost and value, with the evidence behind each figure.

OverviewAI toolsBy taskBy teamBaselinesCosts
AI ROILast 90 days
Time freed38.5 hMeasured · 34 to 43 h
AI cost$412Measured
Net value$2,668Calibrated
Hours freed by monthIllustrative data
6.1Jul
8.4Aug
10.9Sep
13.1Oct
Evidence
Client memo: time without AI is 3.1 hoursFrom 14 timed tasks by 3 people · graded Measured
Measure the return

Time freed, AI cost and value, for each person, team and task.

Connect your tools

Claude Code, Codex, ChatGPT Enterprise, Claude Enterprise, and your own apps.

See the evidence

Every figure shows how it is known, its range, and the work behind it.

Who it's for

Built for the teams that pay for AI.

Engineering teams

What each repository and each person spends on AI coding tools, how much of their time it took, and how the work held up afterwards.

  • Claude Code and Codex report on their own, with one command
  • Cost, human time and output per project
  • Timing and counts only, never the code or the prompts

Consulting firms

Hours freed on client work, valued at cost and at your billing rates, and whether billable hours actually rose.

  • Conversations from ChatGPT Enterprise and Claude Enterprise
  • Timesheets show what was realised, not only what was freed
  • Each person sees their own detail; managers see patterns

Principles

Numbers that hold up when someone checks.

Measured, not assumed

Human time is measured while people work. Time without AI comes from timed tasks and past records before anyone's estimate.

Nothing claimed without a baseline

Work with too little evidence is shown as cost and time, and counts for no saving until it is measured.

Capacity is not cash

Hours freed, their value if billed, and money actually saved are three figures. They are never added together.

Timing, never content

Axiolith records when and how long, not what people typed.

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