Real ChatGPT answer · index seed05IIf2dFTtEcompleteMarketing and advertising · ad platformscommercial

What are people saying about the latest Ahrefs backlink audit tool updates compared to older versions for small business marketing?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are people saying about the latest Ahrefs backlink audit tool updates compared to older versions for small business marketing?
3 real searches · 1 real-search pass
Ahrefs latest backlink audit tool updates 2026 Site Audit Backlink Profile changes release notesGoogle ↗
OBSERVEDReason
Ahrefs backlink analysis tool reviews comparison older version small business Reddit feedbackGoogle ↗
OBSERVEDComparison
Ahrefs Backlink Profile new features backlink audit toxic links link intersect 2025 2026Google ↗
OBSERVEDOther / navigational

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 (3)
Short factOther / navigational33%Comparison33%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Ahrefs latest backlink audit tool updates 2026 Site Audit Backlink Profile changes release notes Google ↗
Ahrefs backlink analysis tool reviews comparison older version small business Reddit feedback Google ↗
Ahrefs Backlink Profile new features backlink audit toxic links link intersect 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ahrefs latest backlink audit tool updates 2026 Site Audit Backlink Profile changes release notes
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Ahrefs backlink analysis tool reviews comparison older version small business Reddit feedback
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Ahrefs Backlink Profile new features backlink audit toxic links link intersect 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1