Methodology

A recommendation is a claim. It needs evidence.

Geppetto recommends a machine only for a defined buyer and application, and makes the limits of the available evidence visible.

Recommendation rule

“Recommended for” — never “best for everyone.”

Global equipment establishes the benchmark. Chinese machines enter a shortlist only when their capability, documentation, support path, and evidence fit the buyer’s actual constraints.

  1. 01

    Application fit

    The part, material, tolerance, batch size, and workflow the machine must support.

  2. 02

    Capability evidence

    Model-specific specifications, documentation, demonstrations, and independent use evidence.

  3. 03

    Total cost

    Machine price plus freight, duties, installation, tooling, software, training, spares, and likely downtime.

  4. 04

    Supportability

    English documentation, commissioning, response paths, training, warranty, and spare-part availability.

  5. 05

    Evidence confidence

    What Geppetto reviewed, when it was reviewed, and which claims remain unverified.