CEO says goCFO says stopBring the receipts
(and a plan)

git log and git blame for AI
Tokematic keeps the history behind your AI coding work: the sessions, the models, the commit links and the cost estimates. Show the work behind the bill. Make the case for what comes next.

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Free forever · No credit card required

Switch tools and machines. Keep the synced history.

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Riding the AI spend tsunami

Cloudability opened its public beta on November 2, 2011. Tokematic’s beta opens November 2, 2026.

Mat Ellis and Jon Frisby
Cloudability Co-founders
Now building Tokematic

Fifteen years ago we started Cloudability to help companies manage their cloud spending, which led to the emergence of FinOps.

AI spending needs a different approach, which is why the FinOps Foundation launched Tokenomics in 2026.

Most companies use AI as a tool for research, analysis and design. No two tasks are the same, so unit costs aren't helpful any more. Instead, you have to manage it like an investment and measure its ROI.

“While managers haggle over how to pay for tokenmaxxing the models corporate picked last year, end users are having to maintain what they have already built while building even more, even faster and with tools that are constantly changing. Tokematic takes the pressure off, so our users can win at AI before their competition does.”

Mat Ellis, Founding CEO of Cloudability and Tokematic

The receipts

See the work behind the usage. Follow your history across projects, sessions and models.

The plan

See how you use your tools over time. Use Work Rate to compare weeks and Rhythm to see when the work happened. Plan where your next investment goes.

The bill tells you what you paid. The history helps you explain the work. Bring both into the next budget conversation.

Your corporate deal should not set your ceiling

Use the tools the work needs. Know what you need before the vendor tells you what you need. Bring the history that helps explain your choices and the capacity picture that helps you make the next one.

Start building the record before someone asks.

Read it from your terminal too. tmatic log, show, grep and blame work like the tools you already know. Or open the web app.

Explore Sessions in the Online Demo

git log and git blame for AI

  1. Start with a code change

    Follow a commit to its linked AI sessions.

  2. Find the work behind it

    See the models used and read a saved session summary.

  3. Make your next move

    Use the history alongside today's available capacity to choose what comes next.

A bigger bill deserves a better explanation

A team can double its AI spend and still struggle to explain what changed. Start with the sessions behind that spend.

Session Map sizes each session by its list-price cost estimate. Find the expensive work, open a session and read its saved summary. Put context next to the number. Subscription fees, Extra Usage, API Usage and credits stay distinct, so the bill breaks down the way you pay it.

Explore the Online Demo

Keep your choice of tools
Give the team the evidence

Engineering leads need the story behind the work. Managers get daily, weekly and monthly summaries with no effort. Finance gets costs by project, team, feature or customer. Find the team spending a week to win an hour. Catch the feature turning into a science project. Make the call while the project can still turn on a dime.

You choose what to share. An administrator's role does not override your project's sharing permissions. Build your own record first, then bring the right work into your team's view.

Set up your team

Know your runway before the reset

Put idle quota to work. Switch models while you still have room to move.

Your usage on your desktop

Keep an eye on usage while your agents tackle long-running jobs. See provider quotas, balances and reset times in the desktop app.

Quotas

See which allowances will run out before reset. Switch to a tool with room to spare.

Get a heads-up on Extra Usage before the invoice lands. Alerts warn you early and leave your jobs running.

Live Pulse

Get a real-time view of your AI fleet across connected machines. Spot a stalled task now, instead of tomorrow morning.

Start with your own work

The public beta is open. Install Tokematic, bring in the history available from your supported tools and keep the record growing as you work.

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Free forever · No credit card required

One person or a whole team

Free works with your models on your choice of platform. Start tracking your AI usage on your laptop or desktop.

Pro gives you Rate, Pace, Dashboard, Session Map and reporting. It costs the same per seat whether you buy one seat or a hundred.

$4 per seat per month

Or $40 per seat per year, paid in advance.

Get ProSet up your team

Need single sign-on and central controls? Talk to us about Enterprise.

Your work, on your terms

What stays on my machine?

Your provider credentials stay on your machine. Tokematic is local-first and can be self-hosted. Sync and sharing have their own settings. Read how your data is handled.

What do the cost numbers mean?

Provider charges, subscription allowances and list-price estimates are different measures. Session Map and Work Rate show list-price estimates. They are not your provider invoice and do not prove the value or quality of the work on their own.

Understand the numbers in your Dashboard

Can I see when my allowance will run out?

Quota pacing brings usage, balances and reset times together and warns when an allowance is running low. Use it to decide when to switch tools or adjust the work. Forecasts are estimates. Alerts do not stop jobs or cap spending.

Learn about quota pacing and reset windows

Do I need a team to get started?

No. The Free plan is for individuals, including use at work. Pro is the paid plan, with the same features whether you need one seat or a hundred. You choose what to share when you work with a team.

Read the getting started guide

How much work does rollout take?

Install the app or a background collector, connect your account and choose what to share.

Read the FAQ and setup guide

How is my data protected?

Provider credentials never reach Tokematic servers. The desktop app reads only local CLI sign-in files unless you opt into browser or Safari sign-ins. Personal session payloads, summaries and transcripts are encrypted with AES-256-GCM before upload, and you can switch key custody to Total lockdown in Security settings. Numeric usage totals and service metadata stay readable so quotas, pacing and billing work.

Read the encryption and privacy details

Can I keep control of where my data goes?

Run locally with sync off, record VMs and containers on your own Mac with tmatic serve or review first with tmatic push and tmatic pull. Self-hosting the Tokematic server needs an Enterprise license.

Explore the API

What does Enterprise pay for?

Enterprise is $21 per seat per month or $192 per seat per year, paid in advance. Contact us to arrange it.

  • Single sign-on and automatic account provisioning
  • One account spanning multiple organizations
  • Advanced audit logs, API access and compliance reports
  • Central license management
  • Data residency, repository rules and deployment controls
  • Self-hosting, profile enforcement and support

Talk to us about Enterprise

Keep building
Keep track
Stay ahead

Have the history and the plan ready.

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Free forever · Yours to use at work