Diagnose post-selection re-pricing decision paths
Repeated price changes can signal a bad decision, missing context, or ordinary market movement.
Teams often need to choose between learning why a pattern exists and acting on the most plausible lever.
“We keep reopening loads, but nobody can tell me which signal we should trust first.”
Luisa Vega · Carrier Procurement Manager
Manages sourcing performance for a logistics provider whose team revisits selected carriers when pricing changes after tender preparation.
What pulls against what
- explainability vs. immediate savings
- inferred patterns vs. trusted evidence
- market flexibility vs. repeatable decisions
- broad diagnosis vs. focused experiment
What is at stake
The visible symptom is recurring rework, but the correct engineering target is uncertain. A good experiment can prevent months of optimizing the wrong signal
Why Project44
At Project44, this can matter because freight decisions are often made from signals that arrive unevenly across a network.
Written for
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.