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Which keyword research tool has more reliable local search data right now, SEMrush or Ahrefs, based on recent reviews?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which keyword research tool has more reliable local search data right now, SEMrush or Ahrefs, based on recent reviews?
2 real searches · 1 real-search pass
SEMrush vs Ahrefs local SEO keyword research data accuracy recent reviews 2026 local search volume keyword data comparisonGoogle ↗
OBSERVEDComparison
SEMrush vs Ahrefs local keyword research local search volume accuracy reviews 2025 2026Google ↗
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 factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
SEMrush vs Ahrefs local SEO keyword research data accuracy recent reviews 2026 local search volume keyword data comparison Google ↗
SEMrush vs Ahrefs local keyword research local search volume accuracy reviews 2025 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SEMrush vs Ahrefs local SEO keyword research data accuracy recent reviews 2026 local search volume keyword data comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
SEMrush vs Ahrefs local keyword research local search volume accuracy reviews 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1