meilleur aspirateur robot
serp · 8 results · 5 measured · language fr · 2026-09-30 10:26:21 +00:00
The SERP is dominated by commercial intent, characterized by expert comparison guides, buying advice, and retailer product listings. Users are primarily looking for recommendations based on performance, brand reliability, and specific budget constraints.
Same results, seven models
Only the model changes: the search results, pages and traffic are identical. You are viewing google/gemma-4-26b-a4b-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
- traffic_disagrees - By answers the dominant intent is "Find the best robot vacuum", by traffic "Browse available models to buy": many weak pages versus one strong page. Decide deliberately.
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 the best robot vacuum | expert comparison guides and reviews | 50% | 44% | 34% | 1, 5, 7, 8 | 1681 | The user wants to see rankings, comparisons, and expert reviews to decide which robot vacuum to purchase. |
| Learn how to choose one | buying guides | 25% | 19% | 16% | 2, 8 | 4701 | The user wants to understand the technical specifications and criteria needed to evaluate a robot vacuum. |
| Shop by specific budget | curated product lists | 12% | 12% | 0% | 3 | - | The user is looking for highly rated models within a specific price constraint. |
| Browse available models to buy | shop category listing | 12% | 12% | 49% | 4 | 858 | The user wants to see a wide selection of products to compare prices and features directly on a retailer site. |
| Get community recommendations | forum thread | 12% | 12% | 0% | 6 | - | The user wants to hear real-world opinions and 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 the best robot vacuum | 67% | 33% | 100% | 100% | 100% | 33% | 33% | 3 |
| Learn how to choose one | 50% | 0% | 100% | 100% | 100% | 50% | 0% | 2 |
| Browse available models to buy | 0% | 0% | 100% | 100% | 100% | 100% | 0% | 1 |
Page types
| Page type | Results | Ranks |
|---|---|---|
| expert comparison guide | 3 (38%) | 1, 5, 8 |
| buying guide | 1 (12%) | 2 |
| product listicle | 1 (12%) | 3 |
| shop category listing | 1 (12%) | 4 |
| forum thread | 1 (12%) | 6 |
| video | 1 (12%) | 7 |
Heading themes
Topics the pages cover - what a complete answer is expected to address. Not an outline.
| Theme | Results | Ranks |
|---|---|---|
| Brand comparisons and rankings | 3 (38%) | 1, 5, 8 |
| Technical selection criteria (navigation, suction, surfaces) | 3 (38%) | 2, 4, 8 |
| Cleaning functionality (vacuuming vs. mopping) | 2 (25%) | 2, 4 |
Recommended elements
- comparison table - allows users to quickly see differences in suction power, battery life, and price between top models
- buying checklist - helps users evaluate features like LiDAR navigation and mopping capabilities
- price filters - enables users to find models within their specific budget
- purely promotional product pages - Users looking for 'best' products want unbiased comparisons, not just a single brand's landing page.
Reader questions
- Quel est le meilleur aspirateur robot sur le marché ? (paa)
- Quel aspirateur robot est le meilleur selon les avis ? (paa)
- Quel est le meilleur aspirateur robot performant et pas cher ? (paa)
- Quelles sont les meilleures marques de robot ? (paa)
Brands and AI Overview
Brands in the results: Les Numériques, Que Choisir, Darty, Boulanger, Lebontri
AI Overview: present. The AI provides a direct summary of the best models by category (high-end, mid-range, budget) and highlights key technical features to look for, acting as a quick-start guide.
All results
| # | Page | Intents | Words | Content form | Traffic | Fetch |
|---|---|---|---|---|---|---|
| 1 | Comparatif / 60 aspirateurs robots testés Septembre 2026 www.lesnumeriques.com | Find the best 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 | Learn how to choose one | 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 | Shop by specific budget | - | - | 556 | error: HTTPError (Forbidden) |
| 4 | Aspirateur robot - Meilleur prix et large choix robot aspirateur www.boulanger.com | Browse available models to buy | 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 the best robot vacuum | 996 | table 1 · list 4 · images 7 · FAQ 4 | 97 | ok |
| 6 | Quel est le meilleur aspirateur robot ? : r/AskFrance www.reddit.com | Get community recommendations | - | - | - | thin |
| 7 | les meilleurs aspirateurs robots de 2026 | le guide complet www.youtube.com | Find the best robot vacuum | 26 | - | - | thin |
| 8 | Meilleur aspirateur robot 2026 : top 18 comparatif lebontri.fr | Find the best robot vacuum; Learn how to choose one | 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.