Real ChatGPT answer · index seedb7P2GoyAlGIcompleteMarketing and advertising · AI search and generative engine optimizationcomparison

How do automated programmatic internal linking tools like Link Whisper compare to manual strategies when preparing a site for AI discovery bots?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do automated programmatic internal linking tools like Link Whisper compare to manual strategies when preparing a site for AI discovery bots?
3 real searches · 1 real-search pass
Link Whisper official features internal linking suggestions orphan pages automatic internal linksGoogle ↗
OBSERVEDOther / navigational
Google Search Central internal links crawlable links anchor text SEO documentation AI search content crawling internal linksGoogle ↗
OBSERVEDOther / navigational
OpenAI GPTBot OAI-SearchBot documentation crawling website linksGoogle ↗
OBSERVEDInstruction

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 / navigational67%ComparisonConsequenceReasonDefinitionInstruction33%Yes / 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
Link Whisper official features internal linking suggestions orphan pages automatic internal links Google ↗
Google Search Central internal links crawlable links anchor text SEO documentation AI search content crawling internal links Google ↗
OpenAI GPTBot OAI-SearchBot documentation crawling website links Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Link Whisper official features internal linking suggestions orphan pages automatic internal links
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central internal links crawlable links anchor text SEO documentation AI search content crawling internal links
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI GPTBot OAI-SearchBot documentation crawling website links
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1