For SEOs who want client-ready visuals to improve topical cohesion — and a fix plan

Keep your site focused — spot topical drift and fix the pages pulling you off-center

Run a scan and get a prioritized fix list: drifting pages, internal link mismatches, and the best linking opportunities to tighten topical structure.

  • Drift score + why (content, intent, links)
  • Internal link mismatch list (context ↔ destination)
  • Linking opportunities between true semantic neighbors
Start Free Beta View sample report Methodology
Unlimited scans (fair use) 500 pages/site during beta No credit card
What signals do you use (and what does “drift” mean)?
We triangulate 3 signals (ABC)
A: Anchors + internal link context  •  B: Body/headings (clean main content)  •  C: Click/query reality (GSC)
We measure disagreement in embedding space, visualize neighborhoods for discovery, and output practical fixes. We use observable site data (sitemap, content, internal links, GSC) — no claims about internal Google scoring.
Radial Drift Map
Example
Example radial drift map showing topical clusters, outliers, and drift zones
Drift zones Clusters Outliers Link mismatches
See what’s off-topic, what overlaps, and which internal links contradict intent — then export the fix list.
The real problem

Your rankings aren’t “stuck” — your site loses focus

The Problem

Over time, topical drift erodes topical cohesion: content clusters spread, internal links contradict each other, and your strongest pages stop reinforcing a single, focused semantic center.

The Consequence

CTR drops, rankings soften, and internal links start contradicting each other — even when “SEO basics” look fine.

The Fix

Measure drift using semantics + demand (GSC), then fix the pages and links that are pulling the site off-center.

Run a free beta scan Up to 500 pages per site.
The model

Focus + outliers + signal agreement

Site Focus

Are your pages reinforcing one clear topical center — or spreading into too many neighborhoods?

Outlier Pages

Which URLs drift far from your core cluster and quietly dilute relevance across the site?

ABC Agreement

Drift is highest when Anchors, Body content, and Click/query reality disagree. We flag the mismatches and tell you what to fix first.

What you get

A drift report you can actually act on

Prioritized checklist

Exactly what to fix first — and why each page is flagged.

Internal link mismatch

Find links where context implies one topic but the destination is another.

Interactive radial map

Explore clusters, outliers, and drift zones visually — export as PNG.

Intent grounding (GSC)

See when query reality shifts away from what the page was built to satisfy.

Clustering + neighborhoods

Find overlap/cannibalization and true semantic neighbors for better linking.

Exports

CSV/JSON for drift pages, clusters, link mismatches, and opportunities.

Run a free beta scan Unlimited scans (fair use) • 500 pages/site.
What's included

Everything you need to spot drift and fix it fast

Interactive Radial Map

Zoom, filter, and explore your site's topical structure. Export as PNG for clients/teams. Customizable colors, sizes, and angles.

Per-page Drift Score

Find URLs drifting away from their cluster and from their intent profile. Fixed thresholds: ≤0.3 Core, 0.3-0.5 Focus, 0.5-0.7 Expansion, ≥0.7 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/JSON 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.

Interactive Radial Map with UMAP
Pages positioned by semantic similarity (UMAP projection)
Radius = distance • Angle = similarity
Linking Opportunities Dashboard
Semantically similar pages that should link but don't
Build topical authority with contextual links
How it works

3 easy steps to get your drift report

Connect your site

Provide a sitemap URL and 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

Prioritized fixes you can implement now (and rerun monthly as drift evolves).

Start Free Beta Methodology
Beta

Free beta access (available now)

No credit card. Unlimited scans (fair use). Up to 500 pages per site while we improve the product with testers.

Beta Plan
500 pages/site
Free during beta
  • Unlimited scans (fair use)
  • Drift score + “why” per page
  • Internal link mismatch detection
  • Clustering + map visualization
  • Linking opportunities + exports
Join Free Beta
Pro & Agency tiers are coming after beta. Want early access? Join the waitlist.
FAQ

Quick answers

The 5 questions that matter most before you run your first scan.

View all FAQs

Yes. During beta, all features are free up to 500 pages per site, including unlimited scans, UMAP semantic projection, linking opportunities, clustering, radial map, and the action plan. No credit card. No time limit. Beta testers get founding member perks when we launch.

Yes, absolutely. Unlike competitors that limit you to 1 scan per month, we let you scan as often as you need. This means you can check drift after content updates, verify fixes with before/after scans, monitor progress weekly during projects, and track distance improvements over time. We only ask that you use the tool reasonably (no automated abuse).

We start from your sitemap URL inventory (up to your plan's page limit) and fetch page content to build embeddings and structure signals. We extract main content (headings + body text), generate high-dimensional embeddings, and project to 2D using UMAP to visualize semantic neighborhoods and surface patterns.

GSC grounds drift in real query intent (click/query reality). It helps detect when a page's traffic shifts toward a different intent neighborhood. We compare page-level query profiles against cluster-level intent sets to find misalignment.

You get a drift report with actual/normalized distances, semantic clusters, interactive radial map with UMAP projection, internal link mismatch list, linking opportunities (similar pages that should link), zone distribution dashboard, CSV exports, and a prioritized checklist that tells you what to fix first and why.
Start Free Beta View all FAQs Prefer to talk it through? Contact us.

Don’t let your best pages drift off-topic

Run a free beta scan and get a prioritized checklist to stabilize rankings and improve internal link signals.

Start Free Beta
No credit card • Upgrade anytime
Free during beta • 500 pages/site • unlimited scans (fair use) Includes clustering + radial map + checklist/action plan