Matta vs Machina Labs vs Tocaro Blue

Three FDE seats where 'deployment' means atoms, not dashboards: Matta installs vision inspection on a London production line, Machina Labs runs seven-axis metal-forming robots at a Dayton factory, and Tocaro Blue puts perception AI onto vessels out of Birmingham, AL.

	Matta	Machina Labs	Tocaro Blue
Open roles	0	1	1
Comp on board	Undisclosed	Undisclosed	$105K–$132K
FDE type	Product-embedded	Product-embedded	True forward-deployed
Travel	High	High	High
Comp	Undisclosed	Undisclosed	Below market
Stage	Early-stage	Growth-stage	Early-stage
Our take	A rare UK/London FDE seat where “forward deployed” means the factory floor — vision-inspection systems installed in hours, backed by a fresh $14M seed from Lakestar.	An FDE role where the deployment is a seven-axis robot bending metal on a factory floor - now backed by a $124M Series C and defense primes - for engineers who want the physical edge of applied AI.	The board's only maritime-perception FDE — below-market pay for genuinely rare field work putting radar-and-camera AI onto autonomous vessels.

Bottom line

Same job title, wildly different physical worlds. Matta and Machina are product-embedded factory-floor roles (hardware-in-the-loop, install-and-tune); Tocaro Blue is field perception on moving platforms at below-market comp. Pick by the environment you want to debug in — a production line, a robotic cell, or a boat — because none of these is a SaaS integration.