Cactus

- Where Cactus may be appropriate: when a product requires packaged on-device inference with an out-of-the-box option to escalate selected requests to cloud without building a bespoke router. - Where alternatives may be preferable: - llama.cpp often excels on ubiquity, community validation, and breadth of examples. - ONNX Runtime / Core ML / TFLite often excel when enterprise procurement posture, vendor longevity, and established tooling are primary concerns. - Customer testimonials comparing products were not found on major third-party review sources for Cactus Compute; buyers should solicit references or conduct comparative bake-offs.