MowScoutYard intelligence

Research

Robot mower data, capability, and market signals.

A public research hub built from the verified MowScout catalog: prices, navigation systems, slope ratings, coverage, value, and source-backed buying constraints.

Open Compare Tool

By Brian Williams — Founder, MowScoutUpdated 2026-07-01How we scoreHow we test

Original studies

Citable research now live

These are the evidence assets behind MowScout's recommendations: original catalog analysis, open scoring benchmarks, emissions and cost math, and a clearly labeled third-party measured-data bridge.

Tracked models

28

54 source links

Average price

$1,990

$699 to $4,199

Average score

77/100

Mammotion leads

Wire-free share

26/28

22 use LiDAR, vision, or hybrid

Dataset snapshot

The category has moved past one-size-fits-all rankings.

The current MowScout dataset spans budget boundary-wire mowers, low-cost vision mowers, LiDAR small-yard models, hybrid RTK/LiDAR flagships, and established dealer-backed systems. That spread is why a useful robot mower site needs filters, compare tools, and local yard-fit guidance instead of one universal winner.

This research page is spec-verified, not hands-on measured testing. Each record carries source links and a last-verified date, and the public methodology is documented in how we test and how we score.

Capability leaders

Navigation mix

HYBRID11
LIDAR8
NETRTK3
VISION3
WIRE2
RTK1

Street-price bands

Under $1,0008
$1,000-$1,4994
$1,500-$2,4997
$2,500+9

Research library

Current data-backed research paths