Real ChatGPT answer · index seed22dUoGUeMyUcompleteMarketing and advertising · SEOinformational

Which platform offers better historical data and backlink analysis for competitive keyword research when comparing Semrush versus Ahrefs today?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which platform offers better historical data and backlink analysis for competitive keyword research when comparing Semrush versus Ahrefs today?
1 real search · 1 real-search pass
Semrush vs Ahrefs historical data keyword research backlink analysis 2026 comparison historical data index official featuresGoogle ↗
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
Semrush vs Ahrefs historical data keyword research backlink analysis 2026 comparison historical data index official features Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Semrush vs Ahrefs historical data keyword research backlink analysis 2026 comparison historical data index official features
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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