Google used to understand your site — now it’s getting mixed signals.
Topical Drift Analyzer shows which pages and links are pulling you off-topic. Your free scan includes the drift map, clusters, and issue severity + affected URL counts. Upgrade to unlock the exact URLs and page-level diagnostics. Need a done-for-you remediation blueprint? Get a Topical Drift Audit.
- Off-topic pages (outliers + drift zones)
- Internal link mismatches (context implies one topic, destination is another)
- Linking opportunities (similar pages that should connect but don’t)
What does “topical drift” mean?
Your rankings aren’t “stuck” — your site loses focus
Example: a site known for “technical SEO” starts publishing a lot of “social media content calendars” — and suddenly Google isn’t sure what the site is really the best at.
The Problem
Over time, sites add content that’s only “kind of related.” That creates mixed signals: pages stop supporting each other and your topic focus gets blurry.
The Consequence
Rankings soften and CTR drops — sometimes across the whole site — even if your technical SEO looks fine.
The Fix
Find what’s off-topic, fix misleading internal links, and strengthen the pages that define your main theme.
3 things we check to find drift fast
Site Focus
Are most pages clearly about one main theme — or has your site turned into a “little bit of everything”?
Outlier Pages
Which pages are far away from your main topic and quietly dilute your overall relevance?
ABC Agreement
Drift is highest when links, content, and GSC queries don’t match. We flag the mismatches and rank the fixes by impact.
A drift report you can actually act on
Drifting Pages Report
Instantly see which pages are drifting from your core topic, how far they’ve moved, and why they’re flagged. Sorted by impact so you know what to fix first.
Prioritized checklist
Exactly what to fix first — and why each issue is flagged.
Internal links that point to the wrong place
Find links where context implies one topic but the destination is another.
Interactive radial map
Explore clusters, outliers, and drift zones visually.
What people actually search for (GSC)
See when query reality shifts away from what the page was built to satisfy.
Groups of similar pages (find overlap)
Find overlap/cannibalization and true semantic neighbors for better linking.
Exports
CSV for drift pages, clusters, link mismatches, and opportunities.
Everything you need to spot drift and fix it fast
Interactive Radial Map
Zoom, filter, and explore your site's topical structure. Share with clients/teams. Customizable colors, sizes, and angles.
Per-page Drift Score
Find URLs drifting away from their cluster and from their intent profile. Zones based on drift distance (Core → Focus → Extended → Peripheral).
Intent Alignment (GSC)
See which pages are ranking for queries they weren't built to satisfy. Ground drift in real query demand.
Semantic Clustering
Automatically group pages by semantic similarity (K-means) to reveal hubs, overlaps, and cannibalization.
UMAP Semantic Projection
High-dimensional embeddings projected to 2D to visualize semantic neighborhoods (layout aid). Similarity and scoring are still calculated in the original embedding space.
Internal Link Mismatch
Catch links where the context (anchor + surrounding text + container) points to the wrong semantic neighborhood.
Linking Opportunities
Discover pages that are semantically similar (close in embedding space), with UMAP used to visualize neighborhoods and surface candidates. Strengthen topical authority with contextual internal links.
Actual & Normalized Distances
Track absolute distance improvements (actual) or rank pages within a scan using normalized (0–1). See if fixes reduce semantic drift.
Track Improvements
With actual distance mode, measure whether your fixes reduce drift. Page goes from 0.680 → 0.485 = 28% improvement.
Prioritized Action Plan
A checklist of fixes you can implement now: re-center content, fix anchors, add links between similar pages, consolidate overlaps.
CSV/PDF Exports
Export drift data, cluster membership, link mismatches, UMAP coordinates, and linking opportunities for further analysis.
Unlimited Scans (fair use)
Scan weekly during projects, test fixes with before/after scans, or track improvements over time. No artificial monthly limits.
3 easy steps to get your drift report
Connect your site
Provide a sitemap URL/XML or a URL list, then connect GSC (recommended) to ground drift in real queries.
We measure drift + mismatch
Clean content, build embeddings, analyze link context, cluster pages, map the site.
Get your checklist
Get your prioritized fix list. Upgrade to unlock affected URLs + page details — or request an Audit for a full execution plan.
Start free — unlock the details when you’re ready
Your free scan shows the map, clusters, issue severity, and affected URL counts per issue. Upgrade to reveal the exact affected URLs and per-page diagnostics. Need a done-for-you remediation plan? Add a Topical Drift Audit.
- Up to 500 pages
- Radial drift map + clustering
- Issue severity + affected URL counts (duplicates, thin, orphan, zombie, etc.)
- Locked: affected URL lists
- Locked: per-page details + exports
- Reveal affected URL lists for every issue
- Unlock per-page diagnostics (Health + HDR + Crawl Cost)
- Exports + historical tracking
- White-label reports (Agency)
- Executive summary + prioritized roadmap
- Consolidation & internal linking strategy
- 30/60/90-day execution plan
- Optional: includes Pro access for monitoring
Quick answers
The 5 questions that matter most before you run your first scan.
Don’t let your best pages drift off-topic
Run a free scan and get a prioritized checklist to stabilize rankings and improve internal link signals.