The proof of concept works, but no funded workflow owns its path to production.
The customer needs a business result that supports production spend while technical sponsors want to preserve competing use cases.
Who you’d be doing this for
“The demo is fine, but finance wants to know which workflow earns the GPU bill.”
Fatoumata Diop · ML Engineering Manager
Leads the enterprise team operating the proof of concept and must justify production spend to finance and executive sponsors.
What is at stake
A working proof of concept has no agreed business workflow, putting $250,000 in quarterly consumption at risk. You must weigh sponsor alignment against the fastest credible route to production.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- technical proof vs funded outcome
- sponsor optionality vs single-workflow focus
- partner capacity vs delivery confidence
- quarter forecast vs production evidence
Why Databricks
Model Serving consumption depends on turning technical proofs into governed production workloads with a measurable business owner.
Written with these in mind
Not your kind of problem? 107 more at Databricks, 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.