How the seven-dimension diagnostic actually works.
The Recommendation Engine inside Supercurve OS. Live data ingestion across seven marketing dimensions, cross-dimension synthesis, prioritized output. Same engine whether you're on Free, Growth, Strategy, or Done-for-you.
Four steps from URL input to integrated roadmap.
We crawl your URL and your category context.
Site crawl for technical SEO, structured data, and Core Web Vitals. Live ranking and backlink data from industry-standard SEO providers. PageSpeed Insights for performance. Public AI search APIs (ChatGPT, Perplexity, Gemini, Claude) for mention data. Public ad libraries and social APIs for competitive context.
Each of the seven dimensions gets scored independently.
SEO, GEO, site health, content, positioning, social listening, and competitor analysis each run their own scoring pipeline against the same crawled data. Each dimension surfaces strengths, weaknesses, and the top 3-5 specific moves to improve it.
The Recommendation Engine ties the seven dimensions together.
This is the platform layer. The engine looks for cross-dimension patterns — where weak GEO is undermined by thin content, where positioning gaps are eroding your competitive moat, where site health issues are dragging SEO. The output is a prioritized roadmap, not seven disconnected reports.
Snapshot to your email; full detail in Supercurve OS.
Free tier: one snapshot, delivered to your email. Growth: full detail in the Supercurve OS dashboard, with daily tracking on every dimension. Strategy: 1:1 CMO walks you through the prioritized roadmap. Done-for-you: the team executes against it.
Each dimension has its own scoring pipeline against shared crawled data.
Every dimension is independently scored, then the Recommendation Engine looks for cross-dimension patterns. That's the platform layer — and it's why the integrated picture beats seven disconnected reports.
| Dimension | What it measures | Data sources |
|---|---|---|
| SEO | Rankings, technical audit, backlink data, content gaps. | Live SEO data feeds, your sitemap, GSC-equivalent crawl |
| GEO | AI mention share across ChatGPT, Perplexity, Gemini, Claude. | Direct API calls to each platform; citation tracking |
| Site health | Core Web Vitals, structured data, accessibility, indexation. | PageSpeed Insights, Lighthouse, your live site |
| Content | Topical coverage, voice consistency, content velocity, gaps. | Site crawl + competitive content velocity benchmarks |
| Positioning | 5-second comprehension, ICP fit, value-prop clarity. | Homepage + product-page parsing through positioning models |
| Social listening | Mentions, sentiment, share of conversation across channels. | Reddit + LinkedIn via Apify |
| Competitor analysis | Cross-dimensional gap analysis vs three reference competitors. | All of the above, run against your competitors |
Same engine. Different cadence and surface per tier.
One snapshot delivered to your email.
Daily tracking inside Supercurve OS.
1:1 CMO walks you through the roadmap.
Supercurve team executes against it.
Common questions about the diagnostic engine.
Why integrate seven dimensions instead of letting users pick one?
Because marketing is holistic. Weak GEO is often a symptom of thin content. Positioning gaps show up first as flat AI mentions. Site health issues drag SEO. The point of the platform is to see these patterns — vertical tools can't because they only have one dimension's data. Supercurve runs all seven so the cross-dimension pattern is visible.
Where does the data come from?
Live SEO data feeds for SEO, PageSpeed Insights for site health, direct API calls to ChatGPT/Perplexity/Gemini/Claude for AI mention data, public ad libraries (Meta, LinkedIn) for competitive signals, public social APIs (X, Reddit, Substack) for social listening. We do not scrape gated platforms — everything is from sanctioned data sources.
Is the free diagnostic the same depth as paid tiers?
Yes — same engine, same depth on each dimension. The difference is cadence and surface: Free is one snapshot delivered to email, Growth tracks every dimension daily inside the OS, Strategy adds a 1:1 CMO who walks you through the roadmap, Done-for-you executes against it.
What's the underlying engine called?
Internally we call it the Recommendation Engine. It takes the seven dimension scores, identifies cross-dimension patterns, prioritizes moves by leverage, and outputs an integrated roadmap. The same engine runs against our own site every month so we eat our own dogfood.
Run the engine against your URL — free, 60 seconds.
Same engine our paying customers run daily. No credit card. Snapshot delivered to your email; cross-dimension roadmap surfaced inside Supercurve OS.