Real ChatGPT answer · index seed5CMpPyxBLV0completeMarketing and advertising · SEOinformational

Why is my competitor ranking higher in local map packs even though my reviews and local SEO ranking factors seem stronger?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why is my competitor ranking higher in local map packs even though my reviews and local SEO ranking factors seem stronger?
2 real searches · 1 real-search pass
Google local ranking factors relevance distance prominence Business Profile official documentation local pack ranking reviews categories proximity 2026Google ↗
OBSERVEDReason
local SEO map pack ranking factors competitor outranking more reviews primary category proximity local prominence citations linksGoogle ↗
OBSERVEDComparison

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 factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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 local ranking factors relevance distance prominence Business Profile official documentation local pack ranking reviews categories proximity 2026 Google ↗
local SEO map pack ranking factors competitor outranking more reviews primary category proximity local prominence citations links Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google local ranking factors relevance distance prominence Business Profile official documentation local pack ranking reviews categories proximity 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
local SEO map pack ranking factors competitor outranking more reviews primary category proximity local prominence citations links
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1