SCALE / Service
Pipeline Diagnostics
Quarterly DSCRI-ARGDW scoring on every page that matters
Quarterly DSCRI-ARGDW scoring per priority page. The diagnostic layer that identifies the bottleneck gate and tells you what to ship next.
What we deliver
01.
Per-page DSCRI-ARGDW dashboard
Every priority page scored across all 10 gates. Bottleneck identification at the page level. Quarterly score deltas tied to publish and refresh events.
02.
LLM citation tracking
Daily monitoring of which pages get cited by ChatGPT, Claude, Perplexity, and Gemini for the prompts your buyers run. Citation share, citation context, and competitor citation tracking.
03.
Content freshness scoring
Pages flagged before they age out. Refresh recommendations tied to declining citation share or competitor freshness gains.
04.
Cited-domain authority monitoring
For every page LLMs cite alongside yours, we track domain authority, freshness, and content shape. The competitive intelligence you need to know what to ship next.
Why measurement is the missing service in most agencies
Most content agencies report on traffic, rankings, and engagement. None of those metrics tell you whether AI assistants are citing you, which gate of the AI search pipeline is your weakest, or what to ship next to move citation share. Pipeline Diagnostics fills that gap.
What you get
Quarterly DSCRI-ARGDW scoring on every page in scope. A monthly LLM citation tracker with prompt-level granularity. A bottleneck identification per page so you know exactly which gate is blocking citation. And a quarterly readout that ties content investment to citation outcomes and citation outcomes to pipeline.
Who this is for
Marketing leaders who treat content as an investment, not an expense, and need the equivalent of a portfolio review. Companies whose content has been published but never measured against AI citation outcomes. Teams that want to know whether to refresh, repurpose, retire, or replace each priority page.
Tools and platforms
Frequently asked
Is this a tool we license or a service?
Both options. The diagnostic pipeline is delivered as a managed service today; a self-serve license is on our 2026 roadmap.
How does this differ from Profound or Otterly?
We use those tools for citation tracking. The DSCRI-ARGDW scoring is the diagnostic layer that explains why a page is or is not getting cited and what to change. The tracking tells you what is happening; the diagnostic tells you what to do.
What if our content is not yet getting AI citations?
That is the most common starting state. The diagnostic identifies which infrastructure or content gates are blocking citation and prioritizes the fixes that move the needle fastest.