ContentGrapher
ContentGrapher

Become the Source AI Cites, Not the One It Skips

ContentGrapher maps your content's concept structure, diagnoses what AI can retrieve and what's structurally missing, and tells you exactly what to write next.

1. Paste a URL2. AI maps your concept structure3. Get your writing brief
Analyzing...

How an LLM traverses your page — dashed nodes are concepts a retrieval pass would expect but didn't find.

chunking strategyunderexplained“Referenced but never defined — add 1–2 sentences on chunk size tradeoffs before the architecture section.”
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Free to start. Pay when it's useful. 5 free analyses, then from $29 for a first client review. No subscription. Analyses valid 12 months.

Your content has blind spots.

AI can't retrieve what it can't connect.

ContentGrapher maps the gaps.

“When someone asks ChatGPT a question in your domain, the model isn't running a keyword search — it's reading content. If your concept structure is weak, you don't just rank lower; you may not appear at all.”
what you get
Get a writing brief, not a score

Sentence-level instructions: what to add, what to clarify, which relationships to make explicit. Not a grade. Not a keyword list. A brief your writers can act on today.

Know what belongs — and what doesn't

ContentGrapher doesn't just find gaps. It tells you which topics are core to your page's retrieval role, which are supportive context, and which are pulling you off-scope. Stop writing everything — write what matters.

See what AI can follow

Map the concept graph your content actually contains: what's well-integrated, what's weakly connected, what's missing entirely.

Find the missing links

Discover which concepts your content implies but never states, and which relationships an AI would need to retrieve and cite you accurately.

how it works
  1. 01

    Paste a URL

    ↓ content fetched from any public URL, no account needed
  2. 02

    Your concept graph appears

    ↓ integration state per concept, 8 diagnostic dimensions
  3. 03

    Get your writing brief

    ↓ exact sentences to add, page architecture, delta view — sign in to save your history
Analyze my content →
scope diagnosis

In our model, every page has one dominant job in the retrieval ecosystem. ContentGrapher identifies it.

📖Explain🧭Guide⚖️Compare🔍Evaluate🎯Convert

Mixed-role pages compete with themselves — a page that both explains and guides rarely earns either citation cleanly.

Entity boundary model
coreMust be fully covered on this page
supportiveRelevant context — brief mention sufficient
adjacentBelongs on its own page — link, don’t explain
excludedOut of scope — its presence dilutes your signal

Is this page scoped correctly? No other tool answers this. The Boundary Layer tells you which concepts to deepen here — and which to move to their own page before they dilute the signal you're trying to build.

sample output

This is what an analysis looks like. Real output structure — concept states, coverage matrix, writing guidance, all concept-specific.

yoursite.com/what-is-retrieval-augmented-generationExplanation incomplete
Concept integration states
RAGwell_integrated
embedding modelweakly_integrated
retrieval precisionunderexplained
audience contextnaming_inconsistent
Coverage matrix
Content gaps
RAG is mostly explained. 4 supporting concepts have gaps.
RAG
5/8
embedding model
0/8
vector database
1/8
retrieval precision
0/8
audience context
0/8
Explained
Mentioned
Missing
Primary retrieval role
explainconfidence: high
Writing guidance
For: retrieval precision

The relationship between embedding dimensionality and retrieval precision is implied but never stated — add one sentence connecting these directly.

toMakeExplicit — relational gap
For: retrieval precision

Add a worked example showing how a user query maps to a retrieved document — your current explanation implies the mechanism without demonstrating it.

toAdd — concrete example
REAL-TIME ANALYSIS

This is your content's concept graph.

ContentGrapher maps your page's concept structure — solid nodes are what you cover, dashed nodes are what's missing.

Analyzing...
how this is different

Coverage isn't completeness. Matching your competitors' keyword list doesn't tell you whether your explanation makes sense on its own.

Knowing you're not being cited doesn't tell you why. ContentGrapher answers the prior question.

We don't write content. We tell you what's missing from what you've already written.

ContentGrapher is for content teams who already care about quality and want to make sure that quality is legible to the systems now doing the finding.

why teams come back

Watch the gap close — analysis by analysis

After you edit, run the analysis again. ContentGrapher shows you concept by concept what changed: what moved from underexplained to well-integrated, what's still missing, what's new. It turns a one-time audit into an ongoing standard.

pricing

No subscription. Pay per project.

Start free — 5 analyses, no card required. When you're ready, packs start at $29.

Starter
One client content review
$29
$2.90 per analysis
10 analyses
Start My First Review

Starts with your 5 free analyses

Best Value
Studio
A quarter of client work
$149
$0.99 per analysis
150 analyses
Cover a Full Quarter

Starts with your 5 free analyses

Analyses valid for 12 months from purchase.

No subscription. No monthly commitment. Built for people who bill by the deliverable, not by the month.

All analyses stored in your history — re-analyze any page, any time.

how it works, and why it's built this way

Every other tool in this category is built on correlation — matching what's ranking. ContentGrapher is built on first principles — mapping what your topic and audience actually require.

Your content library, analyzed.

Every URL you analyze is saved to your dashboard — concept graph, structural gaps, writing brief. Re-run after edits and see exactly what closed. Paste a URL to start, no account needed. You have 5 free full analyses to see whether this changes how you work.

Analyze my content →
Analyze my content →

5 free analyses — no card required