Applied Intuition vs Handshake
Relationship
Tools for Vehicle Intelligence and Handshake Enterprise AI both list model training; both also serve buyers who need to train or fine-tune a model; Handshake's scale not recorded; ships data service rather than the same layer.
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 shared capabilities — Across all their products, both list agent orchestration, evaluation and observability and model training.
Ludbee capability tags · every product each company sellsDifferent layer — Handshake ships data service, not the same layer.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Handshake · 2
Recorded for Applied Intuition. Handshake’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Applied Intuition · 1
Recorded for Handshake. Applied Intuition’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Applied Intuition
No shared stack layer with the other side.
Handshake
No shared stack layer with the other side.
No counterpart
Applied Intuition sells these in a stack layer with no product recorded for Handshake yet — nothing on the other side to compare them against.
Platform
Agentic platform for building, testing, deploying and operating intelligent machines across industries at scale.
Unified stack for deploying autonomous machines across land, air and sea, combining domain-specific sensing and control architectures with fleet data that feeds continuous improvement.
Unified operating system that lets teams design, deploy and evolve intelligent machines' in-car software and driver assistance.
Handshake sells these in a stack layer with no product recorded for Applied Intuition yet — nothing on the other side to compare them against.
Data service
Expert human data for frontier AI labs: Handshake AI supplies training and evaluation datasets produced by a network of paid domain experts, which it says all eight of the largest frontier labs train with.
Engagements in which Handshake's researchers and expert network build agents with a company inside its own environment, tune them against evaluations to raise success rates and cut inference cost, and train models the company owns.