GoodLabs Studio ads

Unassigned spend isn't a rounding error. It's a governance gap with a dollar value. Every unattributed workload sits somewhere — usually inside the platform team's budget, making them look expensive and every business unit look efficient. Mikan by GoodLabs Studio shrinks that bucket by attributing what can be attributed, and tells you exactly why the rest can't.

The meeting is on the calendar again. Finance brings the invoice. Engineering brings context. Somebody brings a spreadsheet that was accurate three weeks ago. An hour later there's an action item to "get better visibility into this," which was also the action item last quarter. There's a version of this meeting where somebody just opens a dashboard and the conversation is over in four minutes. Mikan by GoodLabs Studio is what makes that version possible.

Enterprise data platforms are increasingly usage-priced. Enterprise budgeting is still annual and fixed. That mismatch is why Confluent, Databricks, and MongoDB spend surprises people — and why forecasting from manual estimates keeps failing. Mikan closes the loop between what's actually consumed and what's actually budgeted. Let us show you how to unify chargeback and showback for your enterprise data platforms - book a live demo now!

Nobody chose this. It accumulated. A platform got added, then another, then a third. Each one reported cost differently, so someone built a spreadsheet to reconcile them. That spreadsheet is now infrastructure. Mikan by GoodLabs Studio replaces it with an actual system — every platform, every environment, one reconciled number.

Someone on your team spends the last week of every month rebuilding the same cost allocation spreadsheet. Pulling usage from Confluent. Exporting from Databricks. Reconciling MongoDB. Mapping it all to cost centers by hand, in a file that's stale the moment it's finished. Mikan does that continuously, automatically, and correctly. Let us show you how to unify chargeback and showback for your enterprise data platforms - book a demo now!

A spike you find in the monthly report is a spike you've already paid for. Detection speed is the whole game with usage-based platforms — the difference between a spend anomaly caught at 9:42am and one caught six weeks later is the entire cost of the anomaly. Mikan recalculates in minutes and notifies the owning team directly.