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Playbooks, benchmarks, receipts.

What's working, what's quietly broken, and what the data we look at every day is telling us about how mid-market stacks are changing.

benchmark 2026-04-14 · 6 min read

The shadow AI bill is already bigger than your shadow SaaS bill

We looked at 80+ customer tenants. On average, 34% of AI spend is happening on personal cards or uncategorized AP lines. Here's the breakdown by role and by model.

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