Real ChatGPT answer · index seedVES0v9gBU5kcompleteMarketing and advertising · SEOcommercial

Are self-referencing canonical tags still mandatory on every single blog post for a local consulting business, and how do I check if mine are correct?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are self-referencing canonical tags still mandatory on every single blog post for a local consulting business, and how do I check if mine are correct?
2 real searches · 1 real-search pass
Google Search Central canonical URLs self-referencing canonical recommended duplicate URLs canonicalization documentationGoogle ↗
OBSERVEDOther / navigational
Google Search Central canonicalization best practices rel canonical sitemap redirectsGoogle ↗
OBSERVEDInstruction

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 / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / 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 Search Central canonical URLs self-referencing canonical recommended duplicate URLs canonicalization documentation Google ↗
Google Search Central canonicalization best practices rel canonical sitemap redirects Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Search Central canonical URLs self-referencing canonical recommended duplicate URLs canonicalization documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central canonicalization best practices rel canonical sitemap redirects
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1