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Know what AI costs. See what you get back.

Understand spending, share budgets and connect AI use to the work it supports.

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Buy tokens, rent GPUs, or own the rack?

Open-weight models are now good enough to make self-hosting a financial question rather than a capability one. I modelled four options, an office rack, colocation, rented GPUs and per-token APIs, to find where each one actually wins. The answer turns on utilisation, and it isn't the one the internet keeps giving.

Turn a $3m AI bill into $1.9m

Most teams overpay for AI twice without noticing: they run everything through the default flagship model, and they buy the tokens on a metered plan they can't see into. An intelligent proxy fixes both. Here is the maths, a calculator you can drag, and where Flowstate fits.

Start with the work All use cases

Understand AI spending and value

See where the budget goes and what the business gets back.

Share one AI budget across your tools

Fund people, teams and projects across connected services.

Give your team more capacity

Reduce the preparation, checking and follow-up around recurring work.

Connect AI use to delivered work

Follow AI activity into projects, code and business results.
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Connect Windsurf

Connect Windsurf to see who uses it, who doesn’t, and an estimate of what it costs per person.

You need access to connect AI providers. Ask your Flowstate admin.

Before you start

  • Admin access to your Windsurf team, to create a service key and switch on individual-level analytics.

Connect Windsurf

  1. In Windsurf settings, open Service Key Configuration and add a service key.
  2. Give the key Teams Read-only permission.
  3. Switch on individual-level analytics at windsurf.com/team/manage. Without it, Windsurf doesn’t report people separately.
  4. In Flowstate, go to Settings → Integrations, select Browse catalog and open Windsurf (Pro / Enterprise).
  5. Under How to connect, select Use this route.
  6. Paste the key and select Verify and connect.

Check it’s working

The key is listed under Connected keys with the status Working. See usage and cost in Agent insights.

What Flowstate brings in

  • Each person’s active days, and when they last used autocomplete, chat and commands.
  • Each person’s prompt credits for the current billing cycle.
  • Cost is estimated from Windsurf’s list prices, so it won’t reflect any discount you’ve negotiated.
  • Flowstate syncs every hour.

If something’s not right

No one is listed separately. Individual-level analytics isn’t switched on for your team.

The connection shows Key rejected. The key lost its Teams Read-only permission or was removed. Create a new one and select Replace key on the connection.

Last month’s credits are missing. Windsurf only reports the current billing cycle.

Someone’s usage isn’t shown against them. Their Windsurf email doesn’t match anyone in Flowstate. Add them or correct their email, or match them by hand under Settings → Integrations → User attribution.