Evaluate the leading AI-driven tools for auditing programmatic internal linking structures and identifying orphaned pages at scale.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Evaluate the leading AI-driven tools for auditing programmatic internal linking structures and identifying orphaned pages at scale.
6 real searches · 1 real-search pass
best AI SEO tools internal linking audit orphan pages at scale Link Whisper InLinks Alli AI Screaming Frog Sitebulb Semrush 2026Google ↗
OBSERVEDComparison
Screaming Frog orphan URL detection analytics sitemap crawl internal links documentationGoogle ↗
OBSERVEDOther / navigational
InLinks internal linking AI semantic analysis features pricing API 2026Google ↗
OBSERVEDOther / navigational
Link Whisper AI internal linking features large sites 2026Google ↗
OBSERVEDOther / navigational
Alli AI internal linking automation SEO features 2026Google ↗
OBSERVEDInstruction
Semrush Site Audit internal linking issues orphan pages features 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 (6)
Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
best AI SEO tools internal linking audit orphan pages at scale Link Whisper InLinks Alli AI Screaming Frog Sitebulb Semrush 2026 Google ↗
Screaming Frog orphan URL detection analytics sitemap crawl internal links documentation Google ↗
InLinks internal linking AI semantic analysis features pricing API 2026 Google ↗
Link Whisper AI internal linking features large sites 2026 Google ↗
Alli AI internal linking automation SEO features 2026 Google ↗
Semrush Site Audit internal linking issues orphan pages features 2026 Google ↗
- Internal Linking Tool · linkstorm.io
- 11 Best Internal Linking Tools for 2026 · linkstorm.io
- Official website · inlinks.com
- How To Find Orphan Pages · screamingfrog.co.uk
- Screaming Frog SEO Spider Website Crawler · screamingfrog.co.uk
- Auditing Internal Linking with Sitebulb | Sitebulb Support · support.sitebulb.com
- How to find orphan pages on your website | Sitebulb Support · support.sitebulb.com
- Website Link Crawler: Internal Link Auditing & Optimization · sitebulb.com
- Official website · sitebulb.com
- [Core Features & Tools] Link Whisper Features Overview · linkwhisper.helpscoutdocs.com
- [Core Features & Tools] Link Whisper Reports & Stats · linkwhisper.helpscoutdocs.com
- Official website · linkwhisper.com
- 7 Best Internal Linking Tools for Crawl Ops 2026 · ustechautomations.com
- Best SEO Tools for internal linking (2026) · ottawaseo.com
- Official website · ahrefs.com
- Internal Linking Strategy Guide (2026) · scalegrowth.digital
- Official website · semrush.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best AI SEO tools internal linking audit orphan pages at scale Link Whisper InLinks Alli AI Screaming Frog Sitebulb Semrush 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Screaming Frog orphan URL detection analytics sitemap crawl internal links documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
InLinks internal linking AI semantic analysis features pricing API 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Link Whisper AI internal linking features large sites 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Alli AI internal linking automation SEO features 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Semrush Site Audit internal linking issues orphan pages features 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |