Executive Lens
Robotic Mower Executive Summary
A faster leadership read on who is winning, where frustration is building, and which products or proof points are shaping the market right now.
This summary reflects the full in-scope market view.
Front-Runner
Current leader
Pressure Point
Brand to watch
Why People Are Happy
Top delight drivers
Why People Are Angry
Top friction drivers
Brand Stack Rank
Top brands in view
Risk Watch
Brands under pressure
Product Pulse
Top positive products
Product Pulse
Top negative products
Public Community + Expert Signal Map
Robotic Mower Sentiment Radar
Public owner chatter from Reddit, open forums, and multilingual communities, blended with expert web reviews and YouTube takes. Track who is happy, who is angry, why they feel that way, and which brands are winning or wobbling over time.
Coverage
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Expert Layer
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Shared Filters
Cross-page analysis slice
The shared rail keeps Executive Summary, Sentiment Radar, and Trends on the same slice. Tap an "All" chip there to clear that group.
Scorecards still collapse repeated posts from the same user on the same site into one brand vote inside the active filtered time slice. Raw post and review totals stay visible in parentheses.
By Time
Yearly Brand Positive Share
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Why People Are Happy
Top Delight Drivers
Top Positive Products
Net weighted impactWhy People Are Angry
Top Friction Drivers
Top Negative Products
Net weighted impactReason Drilldown
Select a reason to inspect
Click a top reason above to load more granular positive or problem subcategories and the supporting signals behind them.
Subcategories
Supporting Signals
By Brand
Brand Scorecards
Change Over Time
Trends
Follow how conversation volume, delight themes, and friction areas move month by month. The charts below use the same filtered signal slice as Sentiment Radar, so you can isolate brands, languages, ownership, years, and mood before reading the trend lines.
Monthly Lens
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Signals In Trend Slice
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Shared Filters
Trend slice
These shared filters are the same ones used by Sentiment Radar, so both pages stay on one slice.
The brand volume chart uses raw monthly signals per brand, while the delight and friction lines still use weighted evidence from the same filtered slice.
By Brand
Monthly Brand Conversation Volume
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Changing Delight
Monthly Delight Drivers
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Changing Friction
Monthly Friction Drivers
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Workbook-Linked Scoring
KPC Analysis
This view maps professional review evidence and structured official product signals into the KPC structure from your workbook. Consumer sentiment is excluded here, so each KPC score reflects expert review tone, workbook priority, and structured product evidence instead of public owner chatter.
KPCs In Workbook
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Brand selection now comes from the shared filter rail, while this panel stays focused on KPC-only controls.
Customer Segment
KPC
Performance Matrix
Brand Positions Across KPCs
KPC
Type
Importance
Weak
Tenable
Favorable
Strong
Dominant
No KPCs match the current brand, signal, and KPC filters.
Official Spec Index
Product Compare
Filter the indexed robotic mower catalog by brand, pin products into the compare tray, and inspect the official setup, terrain, cutting, runtime, and connectivity claims side by side. This structured product layer also feeds back into the KPC scoring.
Indexed Products
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Brands
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Official Pages
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KPC Weight
22%
Pinned products appear in the comparison table directly below the filters, so you can inspect side-by-side differences without scrolling through the whole selector first.
Brand selection follows the shared filter rail. This page panel now keeps only Product Compare-specific controls.
Price Range (EUR)
Max Capacity
Introduction Year
Boundary Setup
Approval Feel
Expert Reviews
Filtered Product Sentiment
Top 10 By Approval Feel
Filtered Product Friction
Top 10 Worst By Friction Feel
Side-by-Side
Comparison Table
Select products from the catalog to compare them here.
Pick Products
Sortable Product List
Expert Review Layer
Reviews
Scan the expert review corpus by brand and product, compare normalized scores where a source exposes them, and see the sharpest praise and criticism captured for each reviewed mower. Roundups stay split into per-product rows so you can inspect individual models instead of losing them inside one page-level summary.
Reviews In View
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Scored Reviews
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Brands Covered
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Products Covered
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Brand selection follows the shared filter rail. Use the local product filter below to narrow the review corpus within that brand slice.
Products
Roundups stay split into per-product rows. Numeric review scores are normalized to 100 when the source exposes a score, otherwise the row remains qualitative.
By Product
Top Reviewed Products
By Brand
Brand Review Snapshot
Review Cards
Openable Review Summaries
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Community Activity Layer
Top Active Users
Track the most active community posters by grouping public activity at the site-plus-user level. This view stays community-only, respects the global scope filter, and highlights who posts most, which brands they talk about, what themes recur, and where their latest discussions live.
Users In View
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Community Posts
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Sites Covered
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Repeat Posters
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Brand selection follows the shared filter rail. Use the site filter below to focus this community-only page inside that brand slice.
Sites
Users are ranked from raw community posts, not deduplicated brand votes. Grouping happens at the site-plus-user level so one poster can be active across multiple brands on the same community.
User Table
Active User Breakdown
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| User | Site | Signals | Threads | Brands | Mood Lean | Latest Activity |
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Power Users
Most Active Posters
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By Site
Communities With The Most Active Posters
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Company / Market Layer
Brand Knowledge
Research-backed brand background for the robotic mower companies in this dashboard: first commercial sale, ownership links, public scale signals, and what each brand does or does not disclose about development and production geography.
Earliest Sale
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Newest Sale
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Public Scale Disclosed
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Tracked Connections
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Country Footprints
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Shared Brand Filter
Brand Knowledge Scope
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Brand selection now follows the shared filter rail on the right.
Official, secondary, and not-public states are shown deliberately. Where a company does not publish a clean mower-country or unit-sales answer, the card says so rather than guessing.
Market Evolution
Brand First-Sale Timeline
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Connections
Brand Groups And Alliances
Research Cards
Brand Profiles
Official Apps + Storefront Signals
App Intelligence
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Shared Brand Filter
Brand App Coverage
Brand selection now follows the shared filter rail on the right.
Ratings shown here are storefront snapshots, not global blended app ratings. This build currently uses public U.S. Apple App Store pages plus the U.S. Google Play storefront. Apple does not publish public install counts, so iOS reach is represented through rating counts instead.
Reach vs Satisfaction
Public user base vs review score
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Internal Review Queue
Signal Admin Review
Use this repo-only workspace to inspect signals, filter the current slice, and flag rows that need a later AI investigation pass.
Review Workspace
Filter Signals
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Coverage Audit
Sources and Changes
Inspect which public sites and communities currently feed the corpus, how many signals each source contributes, which targets remain partial or blocked, and the structured change log that explains how the project evolved over time.
Full export keeps raw data and user-context detail. Lite export omits the heaviest detail layers to create a smaller shareable interactive HTML file.
Indexed Signals
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Source Labels
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Site Families
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Blocked / Partial
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Corpus Scope
Scope Filter
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Visible Now
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In Scope
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Needs Review
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Out Of Scope
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Signal Methodology
How Signals Are Grouped And Analyzed
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Audit Tracking
1,000-Signal Success Trend
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Indexed Sources
Signals By Site
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| Source | Host | Signals | Community | Reviews | Mediums | Status | Coverage |
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Operational Gaps
Partial And Blocked Targets
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Project Change Log
Recent Changes
Logged Entries
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Latest Change
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