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Which backlink analysis platforms provide the most accurate toxic link identification to prevent manual actions under current spam brain algorithms?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which backlink analysis platforms provide the most accurate toxic link identification to prevent manual actions under current spam brain algorithms?
1 real search · 1 real-search pass
2026 Google SpamBrain link spam systems disavow links Google Search Central toxic backlinks tools Ahrefs Semrush Majestic SE Ranking comparisonGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
2026 Google SpamBrain link spam systems disavow links Google Search Central toxic backlinks tools Ahrefs Semrush Majestic SE Ranking comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Google SpamBrain link spam systems disavow links Google Search Central toxic backlinks tools Ahrefs Semrush Majestic SE Ranking comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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