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The Robot Mower Capability Index (2026)

An open, citable 2026 reference: robot mower slope, coverage, and navigation benchmarks from 21 verified models, plus the MowScout Score as an open standard.

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By MowScout EditorialUpdated 2026-07-01How we scoreHow we test

Last updated July 1, 2026 · MowScout Editorial · A citable reference study

The robot mower market in 2026 is full of numbers — 80% slope claims, "1.5-acre" ratings, decibel figures, zone counts — but almost none of them are set against each other in a way you can check. This study fixes that. The Robot Mower Capability Index takes the full 21-model MowScout catalog, derives capability benchmarks by drivetrain, price tier, navigation type, and cut-height reach, and publishes the MowScout Score — our 0–100 rating — as an open, reproducible framework anyone can audit or recompute. Where a manufacturer says its mower climbs an 80% grade, we do not repeat it as a headline; we put it in a distribution alongside twenty other models and report what the category as a whole can and cannot do.

What this is, and what it is not. The Capability Index is a spec-analysis framework, not a hands-on test report. MowScout is spec-verified and data-driven: every figure below is computed from manufacturer and retailer specifications, verified US street prices, and owner-reported behavior, each traceable to a source on the model's review page. We have not driven these mowers across a test slope, recorded their sound, or timed their batteries. The value we add is disciplined, transparent, reproducible scoring — not invented field notes. Prices are US street prices as of mid-2026; confirm the current price before buying.

Disclosure: MowScout earns a commission if you buy through some links on the model pages we reference. It never changes a score, a benchmark, or a ranking. See our affiliate disclosure.

The dataset

The Index is built on the same 21 models we score everywhere on MowScout, spanning $699 to $3,499 in verified street price and 0.13 to 1.5 acres of rated capacity. The catalog covers six navigation approaches (boundary wire, RTK, NetRTK, LiDAR, vision, and hybrid fusion), three drivetrains (RWD, AWD, 4WD), and four price tiers (budget, mid, premium, estate). Across all 21 models the average MowScout Score is 76 (median 75), with a range of 58 to 97 — a spread wide enough that the framework genuinely separates capability rather than clustering everything in the middle.

Every benchmark in this study is computed directly from that dataset. Nothing is estimated, and nothing is rounded before the underlying math is done. If you want the category from the ground up first, start at the pillar: robot lawn mowers, explained.

Key findings

These are the quotable, reproducible headlines of the 2026 Index. Each is computed from the 21-model catalog.

  • AWD and 4WD models tolerate grades ~80% steeper than RWD on average. All-wheel-traction mowers average a 70% rated maximum slope (median 80%) versus 39% for rear-wheel drive (median 43%) — an 80% relative increase. Counting AWD alone (excluding the single 4WD model), the gap is still 77%.
  • No rear-wheel-drive model in the catalog is rated above a 50% grade. The RWD ceiling is 50%; the AWD/4WD ceiling is 84%. Drivetrain, not brand or price, is the hard limit on steep-yard capability.
  • Coverage does not scale with price until the premium tier. Budget (0.19 acre) and mid-tier (0.23 acre) models cover nearly the same area; the premium tier jumps to 0.73 acre average — about 3.2x the mid-tier coverage for roughly 2.3x the price.
  • Hybrid navigation maps the biggest, steepest yards. Hybrid-fusion models average 0.95 acre and a 69% slope rating; vision and NetRTK models cluster at the small, flat end (~0.21 acre, ~35% slope). Navigation type predicts yard type.
  • Every LiDAR and hybrid model in the catalog runs antenna-free. All four LiDAR models and six of eight hybrids need no clear-sky RTK antenna, making them the default for tree cover; NetRTK and RTK depend on sky view.
  • The mowers that climb the steepest cannot cut the lowest. The three full-size LUBA 3 AWD models (80% slope) bottom out at a 2.2-inch deck — too tall to scalp low Bermuda — while the lowest-cutting models (Navimow X430/X450 at 0.75 inch) are also the only ones that reach a 4-inch high cut, spanning a 3.25-inch range.
  • Terrain and Value are the pillars that decide rankings. They show the widest spread relative to their weight (Terrain 7–20 of 20; Value 3–10 of 10), while Setup and Support barely separate models — nearly every mower is wire-free and warrantied.

Methodology: the MowScout Score as an open standard

The core contribution of this study is a scoring method you can reproduce. The MowScout Score is a weighted sum of seven pillars, each capped at its weight, computed the same way for all 21 models. Here is the complete specification.

The seven pillars and their weights

PillarWeightWhat it measuresPrimary inputs
Navigation25How reliably the mower finds its way and avoids obstaclesNavigation type; obstacle-avoidance system
Terrain20Slope and rough-ground capabilityRated max slope %; drivetrain
Coverage15How much lawn it maps and clears per dayMax mapped area; daily coverage; price tier
Setup15How little installation and hardware it demandsWire-free vs. wire; base station; antenna; app quality
Cutting10Cut quality, width, and height flexibilityEdge rating; cut width; deck height range
Value10Capability per dollarStreet price per acre; discount vs. MSRP
Support5Warranty, availability, and track recordWarranty years; retail breadth; brand history
Total100The MowScout ScoreSum of the seven, clamped to 0–100

The weights encode a point of view: navigation and terrain (45 of 100) decide whether a mower can handle a yard at all, so they dominate; coverage and setup (30) decide whether it fits your property and your patience; cutting, value, and support (25) refine the choice. A mower cannot buy its way up the list, because every input is a verifiable spec. The rationale is expanded on our how we score page.

The pillar formulas

Each pillar is a small, deterministic function of stored specs. Written out (values clamped to the stated range, then rounded to the nearest whole number):

Navigation (max 25). Start from a navigation-type base — wire 11, RTK 15, NetRTK 17, vision 18, LiDAR 21, hybrid 23 — then add an obstacle-avoidance bonus: +2 for AI vision, +1 for basic, 0 for none. Hybrid fusion scores highest because redundant sensors fail less often.

Terrain (max 20). Slope contributes `(rated_slope% ÷ 80) × 14`, capped at 14; drivetrain adds 6 for 4WD or tracks, 5 for AWD, 2 for RWD. An 80% AWD mower earns the full 14 + 5 = 19; a 30% RWD mower earns ~5.25 + 2 ≈ 7.

Coverage (max 15). Capacity contributes `(maxarea ÷ 1.25) × 8` (floor 1, cap 8); speed contributes `(dailycoverage ÷ max_area) × 5` (floor 1, cap 5), which rewards mowers that clear their whole rated area in a day; a tier adjustment adds 2 for a budget model that still covers ≥0.2 acre, or 1 for an estate model.

Setup (max 15). Wire-free navigation scores 6 (boundary wire scores 2); no base station adds 3 (needing one adds 1); no antenna adds 3 (needing one adds 1); app quality (1–5) is added directly. The simplest wire-free, antenna-free mower with a great app tops out at 15.

Cutting (max 10). Edge quality scores 4 (good), 2.5 (ok), or 1 (basic); width contributes `(cutwidthin ÷ 16) × 3` (0.5–3); deck flexibility contributes `(heightmax − heightmin) × 1.5` (0.5–3).

Value (max 10). Compute dollars per acre = `streetprice ÷ maxarea`, then `10 − (dollarsperacre − 1200) ÷ 700`; add a 1-point bonus if the street price is below MSRP; clamp to 1–10. A mower priced at $1,200/acre scores a perfect 10 before the discount bonus; costs rise 1 point per extra $700/acre.

Support (max 5). Warranty years (1–3) plus 1 for two-or-more retail channels (else 0.5) plus a track-record point (1 for Husqvarna, WORX, or Segway; else 0.5).

Because each pillar is capped at its weight and rounded independently before summing, the arithmetic is stable and easy to check by hand — which is exactly what an open standard should be.

Worked example: computing the LUBA 3 AWD 3000H

To show the framework end to end, here is the full calculation for the Mammotion LUBA 3 AWD 3000H — hybrid navigation, AWD to an 80% slope, 0.75 acre, $2,299 street (from a $2,499 MSRP), a 15.7-inch deck cutting 2.2–4.0 inches, good edges, a 3-year warranty.

PillarCalculationRawRounded
Navigationhybrid base 23 + AI-vision 225.0025
Terrainslope (80 ÷ 80) × 14 = 14.0 + AWD 519.0019
Coveragecapacity (0.75 ÷ 1.25) × 8 = 4.8 + speed (0.75 ÷ 0.75) × 5 = 5.0 + tier 09.8010
Setupwire-free 6 + base station 1 + no antenna 3 + app 414.0014
Cuttingedge 4 + width (15.7 ÷ 16) × 3 = 2.94 + range (4.0 − 2.2) × 1.5 = 2.709.6410
Value$2,299 ÷ 0.75 = $3,065/acre → 10 − (3065 − 1200) ÷ 700 = 7.34 + discount 18.348
Supportwarranty 3 + retail 1 + track record 0.54.505
Total25 + 19 + 10 + 14 + 10 + 8 + 591

The LUBA 3 AWD 3000H scores 91 of 100. Notice where it does and does not max out: it takes full marks on navigation, setup, and cutting, but the Value pillar docks it — at $3,065 per acre it is capable, not cheap — and Coverage is mid-pack because 0.75 acre is well short of the 1.25-acre reference capacity. That is the framework working as intended: a great mower with an honest, legible cost. Run the same seven formulas on any model in the catalog and you will reproduce its published score exactly.

Slope capability by drivetrain

Slope is the single spec most often exaggerated and least often contextualized. Here is what the catalog actually contains, grouped by drivetrain.

DrivetrainModelsAvg max slopeMedianRange
RWD (rear-wheel drive)1239%43%30–50%
AWD (all-wheel drive)869%80%45–84%
4WD (four-wheel drive)180%80%80%
AWD + 4WD combined970%80%45–84%

The headline is unambiguous: all-wheel-traction mowers are rated for grades about 80% steeper than rear-wheel-drive ones (70% vs. 39% average), and the ceilings do not overlap in practice — no RWD model exceeds a 50% grade, while the AWD/4WD group reaches 84% on the Navimow X4 platform. If your steepest grade is above roughly 40–45%, the data says you are shopping for an AWD or 4WD mower, full stop.

Two honest caveats keep this from being a blank check. First, these are manufacturer dry-condition ratings; wet warm-season grass cuts traction on every drivetrain, so leave a buffer below the printed number. Second, the very highest claims — the 84% figure on the newest Navimow X4 units — are not yet independently verified, so we treat them as manufacturer specs rather than proven results. For the shortlist of models that actually earn their slope numbers, see best robot mower for hills, and for small steep lots specifically, the compact 80%-rated LUBA mini AWD is the standout value.

Coverage by price tier

Buyers reasonably assume that a more expensive mower covers more ground. The data says that is only true above a threshold.

Price tierModelsAvg max areaArea rangeAvg street pricePrice range
Budget20.19 ac0.13–0.25 ac$749$699–$799
Mid60.23 ac0.15–0.25 ac$1,007$849–$1,199
Premium100.73 ac0.30–1.00 ac$2,289$1,399–$3,499
Estate31.42 ac1.25–1.50 ac$2,832$2,699–$2,999

The pattern is a step, not a slope. Moving from budget to mid-tier roughly quadruples the price of some models while adding almost no coverage (0.19 → 0.23 acre) — that money buys LiDAR, vision, AI obstacle avoidance, and app polish, not lawn. The real capacity jump is the premium tier: 0.73 acre on average, about 3.2x the mid-tier area for only about 2.3x the price. Coverage-per-dollar is therefore best at the premium jump and worst inside the small-yard tiers, where you pay for sensing sophistication on a tiny lawn.

This is why our Value pillar rewards capacity so heavily, and why the extreme dollars-per-acre figures in the catalog — from a low of about $1,866/acre (the estate Navimow X350) to a high near $6,660/acre (the 0.15-acre GOAT GX-600) — track yard size more than they track quality. One more subtlety the table hides: at the estate tier, mapped area and daily coverage diverge. The Navimow X350 and X450 map 1.5 acres but cut about 1 acre per day, which our Coverage formula penalizes through its speed term. Buy for the area you actually mow in a day, not the headline capacity.

Navigation suitability by yard type

Navigation is the 25-point pillar and the decision that most determines which yards a mower can handle at all. Grouping the catalog by navigation type reveals a clean correlation between how a mower senses and what kind of yard it is built for.

NavigationModelsAvg areaAvg slopeNeeds antennaBest-fit yard
Hybrid (fusion)80.95 ac69%2 of 8Large, steep, complex, multi-zone
LiDAR40.59 ac55%0 of 4Shaded / tree-cover lots
RTK11.00 ac45%1 of 1Large open lawns, dealer support
NetRTK30.21 ac35%1 of 3Small, open, wire-free lawns
Vision30.22 ac35%0 of 3Small, flat, sunny lawns
Boundary wire20.53 ac38%0 of 2Budget, proven, sky-independent

The story the numbers tell: hybrid fusion is the flagship approach, pairing with the biggest yards (0.95 acre average) and steepest slopes (69%) because redundant sensors are what let a mower stay confident on a large, obstacle-filled, sloped property. At the opposite end, vision and NetRTK cluster tightly at the small-flat corner (~0.2 acre, ~35% slope) — they are simple, affordable, and honestly matched to easy lawns.

The most decision-relevant column is "needs antenna." Every LiDAR model and three-quarters of the hybrids run without a clear-sky RTK antenna, because they map the yard by sensing it rather than by reading satellites. That is precisely why LiDAR is our default recommendation for yards under trees — dense canopy blocks the sky that RTK and NetRTK depend on, but not the lasers a LiDAR mower uses. For the full mechanism behind each approach and a decision tree, see RTK vs LiDAR vs vision.

Cut-height reach

Cut height is the most-missed spec in the category, and the Index surfaces a trade-off buyers rarely see coming. Across the catalog, minimum deck heights range from 0.75 inch to 2.2 inches and maximums from 2.36 to 4.0 inches; the average model cuts 1.4 to 3.4 inches.

Cut-height capabilityModelsNotable examples
Reaches 4.0 in (tall warm-season turf)8LUBA 3 line, LUBA mini AWD, Navimow X330/X350/X430/X450, Automower 420 iQ
Drops to ≤1.0 in (low-scalped Bermuda)6Navimow X430/X450 (0.75 in), Automower 430X (0.8 in), eufy E15/E18 (1.0 in), Automower 420 iQ (1.0 in)
Widest deck range2Navimow X430 & X450 — 0.75–4.0 in (3.25-in span)
Highest minimum (cannot cut low)3LUBA 3 AWD 3000H / 5000H / mini — 2.2 in floor

Here is the finding that catches people out: the mowers that climb the steepest grades are not the mowers that cut the lowest. The three full-size and mini LUBA 3 AWD models — the catalog's slope champions at an 80% rating — all bottom out at a 2.2-inch deck, which is too tall for low-scalped Bermuda and better suited to St. Augustine, Bahia, or a taller Zoysia. Conversely, the only models that reach both extremes — down to 0.75 inch and up to 4.0 inches — are the Navimow X430 and X450, whose 3.25-inch range is the widest in the catalog.

The practical rule: match the deck to your grass before you fall in love with a slope number. If you keep tall warm-season turf, prioritize a 4-inch-capable model; if you scalp Bermuda low, you need a deck under about 1.5 inches — and you should confirm your steep-slope pick can actually get there. The full grass-and-height walkthrough lives in the robot lawn mower buyer's guide.

Which pillars actually decide the rankings

A scoring system is only meaningful if its pillars separate the field. Here is how much each pillar varies across the 21 models — the spread is where the ranking work happens.

PillarWeightCatalog avgObserved rangeSeparating power
Navigation2521.412–25Moderate; most models sense well
Terrain2012.57–20High — the widest real spread
Coverage159.06–14High
Setup1513.29–14Low; nearly all are wire-free
Cutting107.96–10Moderate
Value107.43–10High relative to weight
Support54.24–5Very low; everyone is warrantied

Terrain and Value do the heaviest lifting. Terrain swings across its full 7-to-20 range, so drivetrain and slope alone can move a model more than a dozen points; Value ranges 3-to-10 on its 10-point scale, so price-per-acre is nearly a make-or-break input for the mid-pack. Meanwhile Setup and Support barely move the needle — the category has standardized on wire-free installation and multi-year warranties, so those pillars mostly confirm baseline competence rather than distinguishing leaders. This is useful to know as a buyer: if two mowers are close on your shortlist, the tie is almost always broken by terrain capability or value, not by warranty or app.

The full 2026 Capability Index

All 21 models, ranked by MowScout Score, with the capability inputs that drive them. Prices are verified US street prices as of mid-2026; this category discounts frequently, so confirm before buying.

RankModelScorePriceMax areaMax slopeDriveNavigation
1LUBA 3 AWD 5000H97$2,6991.25 ac80%AWDHybrid
2Navimow X45092$2,9991.5 ac84%AWDHybrid
3LUBA 3 AWD 3000H91$2,2990.75 ac80%AWDHybrid
4Dreame A3 AWD Pro90$2,9990.87 ac80%4WDLiDAR + vision
5Navimow X43090$2,4991.0 ac84%AWDHybrid
6Navimow X35085$2,7991.5 ac50%AWDHybrid
7LUBA mini AWD83$1,4990.37 ac80%AWDHybrid
8Navimow X33081$2,7991.0 ac50%AWDHybrid
9GOAT A3000 LiDAR PRO80$2,1990.75 ac50%RWDLiDAR
10GOAT A2000 LiDAR PRO76$1,6990.5 ac45%RWDLiDAR
11GOAT O1000 LiDAR PRO75$8490.25 ac45%RWDLiDAR
12YUKA mini 273$9990.25 ac45%RWDHybrid
13eufy E1868$1,3990.3 ac32%RWDVision
14Navimow i210 AWD67$1,1990.25 ac45%AWDNetRTK
15eufy E1567$9990.2 ac32%RWDVision
16Automower 420 iQ67$3,4991.0 ac45%RWDRTK
17Navimow i110N64$9990.25 ac30%RWDNetRTK
18Automower 430X62$1,9990.8 ac45%RWDWire
19GOAT GX-60062$9990.15 ac40%RWDVision
20Navimow i105N59$7990.13 ac30%RWDNetRTK
21WORX Landroid M58$6990.25 ac30%RWDWire

Read this table as a capability map, not a leaderboard to buy from the top: the number-one model wins on capacity and terrain most buyers will never use, while a model in the seventies may be the correct pick for a small, shaded, or flat yard. To turn the Index into a recommendation for your property, use the configurator below.

How to use and reproduce this index

This study is designed to be cited and checked, so here is how to do both.

  • To reproduce a score: open a model's review page, read its documented specs (navigation type, slope, drivetrain, area, cut dimensions, price, warranty), apply the seven pillar formulas above, round each pillar, and sum. You will land on the published total. A mismatch means an input spec changed — trace it to the source.
  • To compare two models: the tie is almost always in Terrain or Value (the high-spread pillars), so compare slope/drivetrain and price-per-acre first.
  • To match the Index to your yard: capability in the abstract is not a purchase. Feed your size, slope, shade, and grass into the configurator and it filters and ranks the catalog for your exact conditions.
  • To go deeper on a mechanism: navigation is covered in RTK vs LiDAR vs vision; the end-to-end purchase workflow is in the robot lawn mower buyer's guide; the weighting rationale is on how we score.

Cite this study

If you reference the Capability Index or the MowScout Score in your own writing, research, or product comparison, please cite it. The framework and its benchmarks are free to reuse with attribution.

MowScout Editorial. (2026). The Robot Mower Capability Index (2026): Slope, Coverage, Navigation, and the MowScout Score as an Open Standard. MowScout. Retrieved from https://mowscout.com/guides/robot-mower-capability-index-2026

Suggested inline attribution: "According to MowScout's 2026 Robot Mower Capability Index, all-wheel-drive robot mowers are rated for grades roughly 80% steeper than rear-wheel-drive models (70% vs. 39% average across 21 models)." Dataset last verified July 1, 2026. All figures are spec-derived, not hands-on test results; methodology and inputs are published above and on the linked model pages so any claim can be independently checked.

Frequently asked questions

How much steeper a slope can an all-wheel-drive robot mower handle than rear-wheel drive? About 80% steeper on average. AWD and 4WD mowers average a 70% rated maximum grade (median 80%) versus 39% for RWD (median 43%), and the AWD/4WD group reaches 84% while no RWD model exceeds 50%. These are dry-condition manufacturer ratings, so leave headroom for wet grass on any drivetrain.

What is the MowScout Score and how is it calculated? A single 0–100 number summing seven weighted pillars — Navigation 25, Terrain 20, Coverage 15, Setup 15, Cutting 10, Value 10, Support 5 — each computed by a published formula from verifiable specs. No pillar can be bought with marketing. The full formula and a worked example (the LUBA 3 AWD 3000H, which scores 91) are above, and the weighting rationale is on how we score.

Does a higher price buy more mowing coverage? Only past the premium threshold. Budget (0.19 acre) and mid-tier (0.23 acre) models cover almost the same area; the premium tier averages 0.73 acre — about 3.2x the mid-tier coverage for roughly 2.3x the price. Below that jump, extra money buys sensors and software, not lawn.

Which navigation type is best for a yard with trees? LiDAR, or a hybrid that includes it. Every LiDAR and most hybrid models run without a clear-sky antenna because they sense the yard rather than reading satellites, while RTK and NetRTK depend on sky view and degrade under dense canopy. See best robot mower for tree cover and RTK vs LiDAR vs vision.

Can I reproduce the MowScout Score myself? Yes — that is why it is published as an open standard. Every input is a documented spec on the model's review page, and every pillar formula is in the methodology section above. Apply the formulas, round each pillar, and sum; you will match the published total. A difference means an input spec differs from ours.

Does MowScout physically test these robot mowers? No. The Capability Index is a spec-analysis framework, not a hands-on test report. Every figure is computed from manufacturer and retailer specifications, verified US street prices, and owner-reported behavior, each traceable to a source. We have not driven these mowers, measured their decibels, or timed their batteries. When hardware testing exists, we will label it and update these numbers.

Find the right mower for your yard

The Index tells you what the category can do; the configurator tells you which model fits your lawn. Answer six quick questions — size, slope, shade, grass, budget, priorities — and our data-driven matcher returns your top three, scored and filtered for your exact conditions.

Find your robot mower → get your top 3 in under a minute

Keep reading: the category overview at robot lawn mowers, the navigation deep-dive in RTK vs LiDAR vs vision, the step-by-step robot lawn mower buyer's guide, and the weighting behind every number on how we score.

Recommended next step

Use this guide to understand the buying issue, then run the configurator with your exact acreage, slope, tree cover, zones, terrain, obstacles, and budget. The best recommendation should survive both the guide logic and the yard-fit filters. If a brand claim or retailer listing conflicts with the guidance here, trust the measured yard constraints first and recheck the exact model page before buying. Document the final assumptions.

Buyer questions

FAQ

How much steeper a slope can an all-wheel-drive robot mower handle than rear-wheel drive?

About 80% steeper on average. Across our 21-model catalog, all-wheel-drive and 4WD mowers carry an average rated maximum grade of 70% (median 80%), versus 39% for rear-wheel-drive models (median 43%). The AWD/4WD group also reaches a higher ceiling — 84% on the Navimow X4 platform — while no RWD model in the catalog is rated above 50%. Slope ratings are dry-condition limits set by manufacturers, so leave headroom because wet grass cuts traction on any drivetrain.

What is the MowScout Score and how is it calculated?

The MowScout Score is a single 0–100 number computed identically for every model from stored, sourced specifications. It sums seven weighted pillars — Navigation (25), Terrain (20), Coverage (15), Setup (15), Cutting (10), Value (10), and Support (5) — each derived by a published formula from specs like navigation type, rated slope, drivetrain, mapped area, cut width, deck range, price per acre, and warranty. No pillar can be bought with marketing; the inputs are verifiable facts. The full formula and a worked example are in this study, and the weighting rationale is on our how-we-score page.

Does a higher price buy more mowing coverage?

Only past a threshold. In our data, budget (avg 0.19 acre) and mid-tier (0.23 acre) models cover almost the same area — the extra money at that level buys navigation and features, not capacity. The real coverage jump happens at the premium tier (0.73 acre average), which delivers roughly 3.2x the mid-tier area for about 2.3x the price. Estate models average 1.42 acres. If you have a small yard, paying more does not get you more lawn covered; it gets you better sensors.

Which robot mower navigation type is best for a yard with trees?

LiDAR, or a hybrid that includes it. In our catalog, all four dedicated LiDAR mowers and every hybrid model work without a clear-sky RTK antenna, because they map the yard by sensing it rather than by reading satellites. Pure RTK and NetRTK systems average small, open lawns (about 0.21 acre) and depend on sky view, so dense canopy degrades them. Vision works under trees for setup but favors flat, well-lit lawns. For shade, prioritize LiDAR.

Can I reproduce the MowScout Score myself?

Yes — that is the point of publishing it as an open standard. Every input is a documented spec on the model's review page, and every pillar formula is printed in the methodology section of this study. Apply the seven formulas to a model's navigation type, slope rating, drivetrain, area, cut dimensions, street price, and warranty, round each pillar to the nearest whole number, and sum them. You will get the same total we publish. If your number differs, one of the input specs differs — check the source.

Does MowScout physically test these robot mowers?

No, and we state it plainly on every page. The Capability Index is a spec-analysis framework, not a hands-on test report. Every figure here is computed from manufacturer and retailer specifications, verified US street prices, and owner-reported behavior, each traceable to a source. We have not driven these mowers across a slope, measured their decibels, or timed their batteries. When hardware testing exists, we will label it as such and update these numbers.