Real ChatGPT answer · index seedQBqxhTx1OascompleteMarketing and advertising · ad platformscomparison

Which tool is more cost-effective for a solo founder doing SEO: Ahrefs backlink audit tool or Moz Pro for finding broken links?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which tool is more cost-effective for a solo founder doing SEO: Ahrefs backlink audit tool or Moz Pro for finding broken links?
2 real searches · 1 real-search pass
Ahrefs pricing broken backlinks broken link checker features 2026 officialGoogle ↗
OBSERVEDReason
Moz Pro pricing broken links Link Explorer site crawl features 2026 officialGoogle ↗
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 (2)
Short factOther / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / 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
Ahrefs pricing broken backlinks broken link checker features 2026 official Google ↗
Moz Pro pricing broken links Link Explorer site crawl features 2026 official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ahrefs pricing broken backlinks broken link checker features 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Moz Pro pricing broken links Link Explorer site crawl features 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1