engineerfix.com citations
URLs from this domain
Overall Rank
Domain & Page
Occurrences
Citing Responses
Coverage
Platforms
Overall Rank
Domain & Page
Occurrences
Citing Responses
Coverage
Platforms
engineerfix.com ranks #158 in the October 2026 Siding and Exterior Renovation Citation Index, accounting for 4 citation occurrences across 4 of 586 valid AI responses. The domain appeared across 2 of 15 buyer-need studies and 2 of 7 measured AI platforms. Its strongest citation coverage occurred in Vinyl Siding Installation Companies and Fence Installation Companies.
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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 - Siding and Exterior Renovation AI Citation Index…
| Source |
|---|
| 271 | Alside Vinyl Siding Reviews: Cost, Quality & Warranty engineerfix.com/alside-vinyl-siding-reviews-cost-quality-warranty | 3 | 0.07% | 3 | 0.5% | 1 |
| Other Not company-owned |
| 1,199 | Lowe’s Fence Installation: What Do Customer Reviews Say? engineerfix.com/lowes-fence-installation-what-do-customer-reviews-say | 1 | 0.02% | 1 | 0.2% | 1 |
| Other Not company-owned |
Normalized pages from engineerfix.com that AI research responses cited in this snapshot.
