meilleur aspirateur robot
serp · 8 results · 5 measured · language fr · 2026-09-30 10:26:21 +00:00
The SERP is dominated by commercial investigation, with users seeking a balance between performance and price. Results range from highly technical lab tests (Les Numériques) and consumer guides (Que Choisir) to budget-specific lists and peer-to-peer advice on Reddit. There is a strong emphasis on the 2026 model year and specific features like LiDAR navigation and hybrid vacuum-mop capabilities.
Same results, seven models
Only the model changes: the search results, pages and traffic are identical. You are viewing google/gemma-4-31b-it. Original run.
| Model | Intents | Dominant intent | Form | Share | Unplaced |
|---|---|---|---|---|---|
| openai/gpt-6-luna | 6 | Comparer les meilleurs modèles | Comparatif de modèles testés avec critères et recommandations | 31% | - |
| deepseek/deepseek-v4.1-flash | 7 | Comparatif complet multi-modèles | comparatif/test exhaustif avec notes et sélections | 25% | - |
| nvidia/nemotron-3.5-lightning | 5 | Acheter en ligne sur un marchand | page catégorie marchand | 12% | 3 |
| google/gemma-4-26b-a4b-it | 5 | Find the best robot vacuum | expert comparison guides and reviews | 44% | - |
| google/gemma-4-31b-it | 5 | Choose robot vacuum based on criteria | comprehensive buying guide | 29% | - |
| qwen/qwen3.8-flash | 5 | Comparatif et recommandations experts | article comparatif avec classement | 38% | - |
| xiaomi/mimo-v2.6-flash | 5 | Classement général des meilleurs robots | comparatif éditorial avec tableau de classement | 31% | - |
Warnings
- mixed_serp - No intent holds 40% of results. The page must serve several intents, or the query is poorly chosen.
- consider_separate_pages - 3 intents hold at least 15% each. Consider separate pages instead of one.
- wide_length_band - p10-p90 spans 858-4757 words. The median says little - look at the pages one by one.
Search demand
DataForSEO Labs. Seasonality index = best calendar month / worst, averaged over the last three years; above 2 is clearly seasonal.
Share of results per intent
Share: a result serving two intents counts half to each, so shares add up to 100%. Coverage (in the table below) counts every page that addresses the intent.
Share of traffic per intent
Estimated traffic (etv) of the results; 6 of 8 results have a known estimate, the rest are left out, not counted as zero.
Which result serves which intent
Length of pages per intent
Dots are pages, the dark tick is the median. Thin and unfetched pages are left out.
Intents
| Intent | Form | Coverage | Share | Traffic | Ranks | Median words | Searcher goal |
|---|---|---|---|---|---|---|---|
| Find best overall robot vacuum | comparative review article with rankings | 38% | 29% | 34% | 1, 7, 8 | 1681 | Identify the highest-performing robot vacuum available on the market based on expert testing and benchmarks. |
| Choose robot vacuum based on criteria | comprehensive buying guide | 38% | 29% | 65% | 2, 4, 8 | 4701 | Understand the technical specifications and features to look for when buying a robot vacuum. |
| Find budget-friendly robot vacuums | curated list of budget recommendations | 38% | 23% | 1% | 3, 5, 8 | 996 | Find high-quality robot vacuums within a specific low-to-mid budget (e.g., under 500€). |
| Compare robot vacuum brands | brand comparison matrix or summary | 12% | 6% | 0% | 5 | 996 | Evaluate the strengths and reputations of different brands like Roborock, Dreame, and iRobot. |
| Get real-user opinions | community forum thread | 12% | 12% | 0% | 6 | - | Read honest, non-professional feedback and personal experiences from other consumers. |
Content form on the pages
Share of measured pages per intent that contain each element, counted from HTML.
| Intent | table | numbered list | list | images | FAQ | form | calculator inputs | pages |
|---|---|---|---|---|---|---|---|---|
| Find best overall robot vacuum | 50% | 50% | 100% | 100% | 100% | 50% | 50% | 2 |
| Choose robot vacuum based on criteria | 33% | 0% | 100% | 100% | 100% | 67% | 0% | 3 |
| Find budget-friendly robot vacuums | 100% | 0% | 100% | 100% | 100% | 0% | 0% | 2 |
| Compare robot vacuum brands | 100% | 0% | 100% | 100% | 100% | 0% | 0% | 1 |
Page types
| Page type | Results | Ranks |
|---|---|---|
| expert comparison review | 2 (25%) | 1, 8 |
| curated recommendation list | 2 (25%) | 3, 5 |
| buying guide | 1 (12%) | 2 |
| category shop page | 1 (12%) | 4 |
| forum thread | 1 (12%) | 6 |
| video guide | 1 (12%) | 7 |
Heading themes
Topics the pages cover - what a complete answer is expected to address. Not an outline.
| Theme | Results | Ranks |
|---|---|---|
| Technical features (LiDAR, suction power, mopping) | 3 (38%) | 2, 4, 8 |
| Brand-specific strengths and weaknesses | 2 (25%) | 5, 8 |
| Testing methodology and lab results | 1 (12%) | 1 |
| Common mistakes to avoid when buying | 1 (12%) | 8 |
Recommended elements
- Comparison table - Allow users to quickly contrast suction power, price, and features across multiple models.
- Pros/Cons list per model - Summarize why a specific robot is good for certain users (e.g., pet owners) and where it fails.
- Budget-based categories - Help users skip models that are outside their financial reach.
- Single-product landing page - Users are in the 'consideration' phase and want to compare multiple options, not buy one specific model immediately.
Reader questions
- Quel est le meilleur aspirateur robot sur le marché ? (paa · 2 results)
- Quel aspirateur robot est le meilleur selon les avis ? (paa · 1 results)
- Quel est le meilleur aspirateur robot performant et pas cher ? (paa · 2 results)
- Quelles sont les meilleures marques de robot ? (paa · 1 results)
Brands and AI Overview
Brands in the results: Roborock, Dreame, iRobot, Dyson, Ecovacs, Xiaomi, Lefant, Samsung, Miele, Rowenta
AI Overview: present. The AI provides a segmented answer by budget (High-end, Mid-range, Basic) and emphasizes technical criteria like LiDAR and all-in-one stations, suggesting users want a quick filtered recommendation based on their specific household needs.
All results
| # | Page | Intents | Words | Content form | Traffic | Fetch |
|---|---|---|---|---|---|---|
| 1 | Comparatif / 60 aspirateurs robots testés Septembre 2026 www.lesnumeriques.com | Find best overall robot vacuum | 1681 | numbered list 1 · list 8 · images 75 · FAQ 1 · form 4 · calculator inputs 10 | 68,233 | ok |
| 2 | Comment choisir son aspirateur robot - Guide d'achat www.quechoisir.org | Choose robot vacuum based on criteria | 4701 | list 5 · images 127 · FAQ 1 · form 3 | 31,612 | ok |
| 3 | Quels sont les meilleurs aspirateurs robots à moins de 500 ... www.darty.com | Find budget-friendly robot vacuums | - | - | 556 | error: HTTPError (Forbidden) |
| 4 | Aspirateur robot - Meilleur prix et large choix robot aspirateur www.boulanger.com | Choose robot vacuum based on criteria | 858 | list 70 · images 116 · FAQ 22 · form 1 | 98,666 | ok |
| 5 | Quelle Marque Aspirateur Robot Choisir 2026 www.meilleurs-aspirateurs-robots.fr | Find budget-friendly robot vacuums; Compare robot vacuum brands | 996 | table 1 · list 4 · images 7 · FAQ 4 | 97 | ok |
| 6 | Quel est le meilleur aspirateur robot ? : r/AskFrance www.reddit.com | Get real-user opinions | - | - | - | thin |
| 7 | les meilleurs aspirateurs robots de 2026 | le guide complet www.youtube.com | Find best overall robot vacuum | 26 | - | - | thin |
| 8 | Meilleur aspirateur robot 2026 : top 18 comparatif lebontri.fr | Find best overall robot vacuum; Choose robot vacuum based on criteria; Find budget-friendly robot vacuums | 4757 | table 2 · list 52 · images 27 · FAQ 1 | 1,365 | ok |
Generated by intent-labeler. The model only groups results; every number is computed by code.