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Robovations
Robovations™
Robot Autonomy, Classified
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Comparison · 2 robots

Ecovacs Goat G1 · Husqvarna Automower 410 iQ

All robot lawn mowers. Every measure below is plotted against the full class, so a difference can be read against how much the class itself varies.

  1. Ecovacs Goat G1
  2. Husqvarna Automower 410 iQ

Up to three

01 Classification

What each one does on its own.

The Autonomy Ladder is the same five rungs for every robot on the site. A rung describes the conditions a robot handles without you, not how good it is.

V
Generalized
Any task, any setting
IV
Environmental
Handles new obstacles without help
III
Conditional
Finishes familiar jobs on its own
Ecovacs Goat G1Husqvarna Automower 410 iQ
II
Assisted
Runs preset routines, needs rescue
I
Manual
One action, on command
02 Assessment

Where they actually differ.

The Robovations Score is nine inputs across three pillars, each weighted as shown and each scored so that more is better. A robot can lead on one and trail on another, which is the point of showing them apart. Cost of ownership and data handling are reported on each robot's own page and are never averaged into the score.

Capability

Task completion16% of score
Does it finish the job it is sold to do, unattended
  • Ecovacs Goat G175
  • Husqvarna Automower 410 iQ76
18median 72 across 433 scored robots100
Coverage and navigation10% of score
Does it work the whole area, and hold that between runs
  • Ecovacs Goat G170
  • Husqvarna Automower 410 iQ80
0median 70 across 421 scored robots100
Edge-case recovery10% of score
Does it recover from the failures its category presents
  • Ecovacs Goat G170
  • Husqvarna Automower 410 iQ56
18median 52 across 320 scored robots100
Operating envelope4% of score
How far conditions can vary before performance drops
  • Ecovacs Goat G160
  • Husqvarna Automower 410 iQ64
28median 68 across 397 scored robots100

Dependability

Field failure rate16% of score
Documented hardware failures per owner-year
  • Ecovacs Goat G180
  • Husqvarna Automower 410 iQ70
6median 70 across 359 scored robots100
Software stability14% of score
Whether updates fix more than they break
  • Ecovacs Goat G165
  • Husqvarna Automower 410 iQ60
15median 65 across 342 scored robots100
Support longevity10% of score
Committed parts, service and updates, with dates
  • Ecovacs Goat G167
  • Husqvarna Automower 410 iQ70
0median 62 across 429 scored robots100

Ownership burden

Routine maintenance12% of score
Hands-on time it asks for in normal operation
  • Ecovacs Goat G153
  • Husqvarna Automower 410 iQ72
22median 67 across 434 scored robots100
Consumables8% of score
Parts that must be bought to keep it working
  • Ecovacs Goat G190
  • Husqvarna Automower 410 iQ70
8median 69 across 434 scored robots100
03 Measured against the class

How far apart is a long way?

A number only means something next to the spread it sits in. Each track below is the real range across every classified robot in the class, with the median marked.

Price94 with a published figure
  • Ecovacs Goat G1$2,199
  • Husqvarna Automower 410 iQ$2,599.99
$549median $1,999$5,999
Charge time108 with a published figure
  • Ecovacs Goat G1120 min
  • Husqvarna Automower 410 iQ108 min
30 minmedian 90 min300 min
Noise105 with a published figure
  • Ecovacs Goat G159 dB
  • Husqvarna Automower 410 iQ62 dB
50 dBmedian 60 dB82 dB
Weight117 with a published figure
  • Ecovacs Goat G151.6 lbs
  • Husqvarna Automower 410 iQ38 lbs
13 lbsmedian 29.8 lbs134 lbs
Height118 with a published figure
  • Ecovacs Goat G116.5 in
  • Husqvarna Automower 410 iQ11.1 in
7.5 inmedian 11 in16.5 in

Not compared, because fewer than two of these robots carry a published figure: Suction, Runtime.

04 Ownership

What the numbers leave out.

The trade-off

What each design gives up to be good at what it is good at.

Ecovacs Goat G1

UWB beacon hardware requires strategic yard placement and tuning. Multipath interference from metal or structures can degrade positioning; owner may need to experiment with beacon location.

Husqvarna Automower 410 iQ

Satellite positioning draws straight, overlapping stripes; radar alone did little to keep it off a tester’s foot.

Boundaries are exact to the waypoint, which also means every curve is a string of waypoints to drop by hand.

Who each one is wrong for

Stated by the record itself. A robot being wrong for a household is a fact about fit, not a fault.

Ecovacs Goat G1
Properties above the 1,600 m2 rating
Ecovacs rates the G1 for 1,600 m2 of working area, about 0.4 acre, at 600 m2 per day. Past that the constraint is rated area rather than beacon count: two beacons and two navigation-assist poles ship in the box, so there is no single-beacon baseline to expand from.
Yards with metal structures or electrical interference sources
UWB signals degrade near metal fencing, gutters, large appliances, and high-voltage power lines. Multipath interference increases positioning jitter; navigation becomes unreliable in electromagnetically noisy yards.
Owners prioritizing centimeter-precision stripe patterns
UWB positioning maintains roughly 15-20 cm consistency between passes. Insufficient for decorative stripe patterns. Stripe-focused owners should choose RTK platforms like the Lymow One.
Husqvarna Automower 410 iQ
Yards where children or pets play during mowing
CNET's tester found the radar did little and the mower tried to run over his foot twice.
Curved lawns with many beds and borders
CNET found waypoint-by-waypoint boundary setup tedious on curves, and Popular Mechanics notes 90-degree corners should be crossed diagonally, leaving them for a trimmer.
Gardens edged with low walls
Without a camera, CNET's unit popped a wheelie on a low brick garden wall.
Owners who want to reset it rarely
CNET found hiccups needed start and stop button combinations with the PIN re-entered, including a recurring loop sensor error on the charger.

What stays your job

The upkeep ownership hands back to you, whatever the autonomy level says.

Ecovacs Goat G1
  • Weekly: Charging dock contact inspection and cleaning to prevent corrosion-related charge failures.
  • Blade changes: Replace the stamped blades as a set once edges are dull or chipped. A spare blade kit ships with the mower and replacements are sold in multi-packs. Replace rather than sharpen: grinding thins the steel and unbalances the disc on a machine that runs unattended.
  • Monthly: Undercarriage inspection for grass clipping buildup; blow out with compressed air.
  • Seasonally: Replace the beacon dry cells, six in total, when the app reports them low. Indoor storage in freezing climates with the mower’s pack left charged rather than run down; inspect mower and dock before winter storage.
  • As needed: Clean the LiDAR and time-of-flight sensor windows when they collect dust or clippings. The system is IPX6 rated; no annual resealing or hardware replacement is called for.
Husqvarna Automower 410 iQ
  • As needed: Replace the three pivoting blades, about every 6 to 8 weeks per Husqvarna; a year of blades is included.
  • As needed: Re-enter the PIN after resets, which CNET found frequent.
  • As needed: Adjust waypoints and zones in the app as beds change, per Popular Mechanics.
  • As needed: Trim square corners the mower crosses diagonally.
  • Seasonally: Update schedules and cutting heights as grass growth changes.
05 Evidence

How much each of these is standing on.

Classifications rest on different depths of evidence. A pre-release assessment and a verified one are not the same kind of claim.

Evidence behind each classification
Robot Evidence status Sources reviewed Last assessed
Ecovacs Goat G1 Verified 9 Aug 2026
Husqvarna Automower 410 iQ Verified 7 Sep 2026

Robovations classifies robots; it does not rank them. Nothing on this page is a recommendation, and no manufacturer influences a classification or its placement here.