All comparisons
Four frameworks, four decisions
Side-by-side. Built to hand to a decision-maker.
COMPARISON 01
Three delivery models. What each protects, what each costs, and which to pick for which stage of your program.
9 min read • For program leads
COMPARISON 02
The four conditions where in-house data wins, and the four where outsourcing pays back inside a quarter.
7 min read • For VP Eng + Founders
COMPARISON 03
When real captures dominate, when synthetic earns its place, and the hybrid configurations that work at scale.
10 min read • For ML leads
COMPARISON 04
Why generic frontier-AI data shops struggle with robotics, and what changes when the data has to drive a physical policy.
8 min read • For procurement
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