The shared wallet makes AI spend easier to buy and harder to explain.
AI platform engineers need freedom to route across providers while finance needs a defensible record of why spend changed.
Who you’d be doing this for
“Finance asked why last month jumped, and I’m still piecing it together from three provider views.”
Tiago Marino · AI Platform Engineer
Runs multi-provider inference operations and must explain routing and token costs to engineering and finance.
What is at stake
Pilot customers cannot yet connect shared-wallet spend to provider and application decisions. You have to weigh a reusable programme against each customer’s different governance needs.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- cost accountability vs. routing flexibility
- repeatable guidance vs. customer-specific architectures
- product evidence vs. advisory urgency
- token efficiency vs. business value
Why Cloudflare
AI Gateway and Workers AI now share billing, putting one control plane at the center of customer cost accountability.
Written with these in mind
Not your kind of problem? 51 more at Cloudflare, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.