Real ChatGPT answer · index seediCifpaexXrscompleteMarketing and advertisinginformational

What are the most important local SEO ranking factors for my residential roofing business in Austin given the recent algorithm updates?

ChatGPTgpt-62 queries2h ago
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the most important local SEO ranking factors for my residential roofing business in Austin given the recent algorithm updates?
2 real searches · 1 real-search pass
Google Search local ranking factors relevance distance prominence Google Business Profile guidelines 2026 local SEO roofing Austin recent algorithm updatesGoogle ↗
OBSERVEDReason
Google Search ranking updates 2026 local search spam updates official Google Search CentralGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factChatGPT real searches · Short fact: 0 of 2 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalChatGPT real searches · Other / navigational: 0 of 2 queries (0%)Comparison: compares options or asks for the best / top / cheapestComparisonChatGPT real searches · Comparison: 0 of 2 queries (0%)Consequence: what happens as a result: effects, outcomesConsequenceChatGPT real searches · Consequence: 0 of 2 queries (0%)Reason: why something happens or what causes itReasonChatGPT real searches · Reason: 2 of 2 queries (100%)100%Definition: what something is or what a term meansDefinitionChatGPT real searches · Definition: 0 of 2 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionChatGPT real searches · Instruction: 0 of 2 queries (0%)Yes / no: a yes-or-no questionYes / noChatGPT real searches · Yes / no: 0 of 2 queries (0%)

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Google Search local ranking factors relevance distance prominence Google Business Profile guidelines 2026 local SEO roofing Austin recent algorithm updates Google ↗
Google Search ranking updates 2026 local search spam updates official Google Search Central Google ↗
9 cited sources
  1. Google Search consumer information · support.google.com
  2. Understand how Google sources & uses info in Business Profiles & local search results · support.google.com
  3. Google's Local Algorithm and Local Ranking Factors · www.brightlocal.com
  4. Local SEO Index: Google Maps Ranking Factors 2026 · goodatmarketing.com
  5. History for Ranking · status.search.google.com
  6. Incident details · status.search.google.com
  7. Google Search Spam Updates | Google Search Central  |  Documentation  |  Google for Developers · developers.google.com
  8. A Guide to Google Search Ranking Systems | Google Search Central  |  Documentation  |  Google for Developers · developers.google.com
  9. Understand your Business Profile performance & insights · support.google.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Search local ranking factors relevance distance prominence Google Business Profile guidelines 2026 local SEO roofing Austin recent algorithm updates
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search ranking updates 2026 local search spam updates official Google Search Central
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
What are the most important local SEO ranking factors for my… — Query fan-out · queryfanout.com