forbes.com citations
URLs from this domain
Overall Rank
Domain & Page
Occurrences
Citing Responses
Coverage
Platforms
Overall Rank
Domain & Page
Occurrences
Citing Responses
Coverage
Platforms
forbes.com ranks #91 in the October 2026 Window and Door Replacement Citation Index, accounting for 18 citation occurrences across 18 of 887 valid AI responses. The domain appeared across 8 of 15 buyer-need studies and 3 of 7 measured AI platforms. Its strongest citation coverage occurred in Replacement Window Companies for Whole-Home Projects, Window Replacement Companies Offering Project Financing, Window Companies for Historic and Period Properties, and Vinyl Replacement Window Brands and Dealers.
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| Overall Rank | Domain & Page | Citation Occurrences | Citation Share | Citing Responses | Response Coverage | Studies | Platforms |
|---|
Counting rules, URL normalization, and source-relationship definitions are in the Citation Index methodology.
How to cite
Source: LLM Authority Index - Window and Door Replacement AI Citation Index…
| Source |
|---|
| 233 | Marvin Windows Review 2024 - Forbes forbes.com/home-improvement/windows/marvin-windows-review | 4 | 0.06% | 4 | 0.5% | 2 |
| Independent publisher Not company-owned |
| 301 | Champion Window Review – Forbes Home forbes.com/home-improvement/windows/champion-windows-review | 3 | 0.04% | 3 | 0.3% | 3 |
| Independent publisher Not company-owned |
| 357 | Pella Windows Review 2025 - Forbes Home forbes.com/home-improvement/windows/pella-windows-review | 3 | 0.04% | 3 | 0.3% | 2 |
| Independent publisher Not company-owned |
| 518 | Milgard Review 2025 forbes.com/home-improvement/windows/milgard-windows-review | 2 | 0.03% | 2 | 0.2% | 2 |
| Independent publisher Not company-owned |
| 598 | Window World Review & Prices 2025 forbes.com/home-improvement/windows/window-world-review-and-cost | 2 | 0.03% | 2 | 0.2% | 2 |
| Independent publisher Not company-owned |
| 1,993 | Alside Windows Review 2024 forbes.com/home-improvement/windows/alside-windows-review | 1 | 0.01% | 1 | 0.1% | 1 |
| Independent publisher Not company-owned |
| 1,994 | How Much Do Andersen Windows Cost? forbes.com/home-improvement/windows/andersen-windows-cost | 1 | 0.01% | 1 | 0.1% | 1 |
| Independent publisher Not company-owned |
| 1,995 | Simonton Window And Doors Review – Forbes Home forbes.com/home-improvement/windows/simonton-windows-review | 1 | 0.01% | 1 | 0.1% | 1 |
| Independent publisher Not company-owned |
| 1,996 | Review Of Weather Shield Windows 2025 forbes.com/home-improvement/windows/weather-shield-windows-review | 1 | 0.01% | 1 | 0.1% | 1 |
| Independent publisher Not company-owned |
Normalized pages from forbes.com that AI research responses cited in this snapshot.
