theSierraIndex
UPDATED 2026-10-05
SI
INDEX
Answer Share · Roofing contractors

Philadelphia, PA

Share of responses, across 4 AI models and 4 question types, in which each company is named when a user asks for advice on roofing contractors services in this market (154 responses measured).
Market concentration
78.6%
Concentration — the share of responses naming one of the top 3 companies shown below.
Answer Share by company
Company Share of responses Answer Share Citation Share
Big Joe’s Roofing
57.8% 2.3%
The Roof Doctor
31.8% 1.1%
Umbrella Roofing
26.0% 0.3%
Loonstyn Roofing
24.0% 1.6%
Rutter Roofing and Exteriors
23.4% 0.0%
Pace Roofing
16.9% 0.6%
Tufano & Sons Roofing
16.2% 0.2%
Top Tier Philly Roofing
16.2% n/d
Liberty Roofing
14.9% 0.8%
Bumble Roofing
14.9% n/d
City Wide Roofing Philadelphia
14.3% 0.3%
Adilay Roofing
14.3% 1.4%
How we collected the data and how to read it

How we collected this data

Every week, the same frozen set of 4 question phrasings is sent to OpenAI, Anthropic, Google Gemini, and Perplexity — through each provider’s official API, with active web search, never through a consumer chat interface.

Same market, same questions, repeated on a fixed schedule — not a single sample. No AI model is paid or influenced; this page reports what each one already says.

How to read the numbers

Answer Share — the share of measured responses that name a given company. 55.6% means the company appeared in 55.6% of the responses collected for this market.

Market concentration — the share of responses naming at least one of the top 3 companies: how fragmented or concentrated the answers are for this market.

Citation Share — the share of citations linking directly to a company’s own website, among companies whose domain we’ve matched. Shown as n/d where we haven’t matched a domain, or 0% where the domain is known but never cited directly — AI models often cite a review aggregator instead of the company’s own site.

The date at the top of this page is when this market was last measured. Numbers refresh weekly.

Methodology: 4 AI models (OpenAI, Anthropic, Google Gemini, Perplexity), 4 question phrasings per measurement, data collected via official APIs with active web search. No payment influences this ranking. Read the full methodology →