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AI + Content Dashboard

Market Brew's content tools help you understand the coordinate spaces your pages occupy: embedding centroids, aligned chunks, drifted sections, duplicated pages, and draft copy before it goes live.

Set the analysis context

Add a page and optional query or prompt once, then open any tool with the same coordinate target.

The page whose entity graph, embeddings, drift, or compressed signal you want to inspect.
Used by embedding and answer-alignment tools when the coordinate needs a query anchor.

Choose the coordinate problem

The tools are organized around three coordinate jobs: expand the graph or centroid, inspect aligned chunks, or move duplicated content into a cleaner space. The summarizer adds the LLM compression lens.

Fan-out Aligned chunks Duplication
embedding fan-out drifted section page A page B compressed signal chunk A chunk B chunk C chunk D
Start by expanding the field, then inspect which chunks land near the centroid, then separate overlapping pages or validate new copy.
Re-center when a single prompt or narrow entity list is hiding the true graph. Spotlight fans out entities; AI Mode fans out embeddings to reveal the centroid.
Drill in when you know the coordinate space and need to see which chunks align. AI Overviews shows top-cluster and heatmap alignment; Orbital Drift shows the geometry.
Find a cleaner space when pages overlap. Separation Lab shows duplicate coordinate occupation; the authoring tools test whether new copy moves into a distinct space.
Check compression when the question is what survives LLM summarization. The summarizer shows what signal is preserved and what disappears.

Available tools

Filtered by the selected coordinate problem.

Fan Out Embeddings

AI Mode
Fan-out
Defocus from one prompt to the full embedding field

See the centroid your content needs to hit instead of optimizing around a single query or prompt.

Use it when you need to re-center the opportunity before deciding what the page should cover.

Map centroid

Fan Out Entities

Spotlight
Fan-out
See the topic cluster and entity graph

Map the entity fan-out around a page so you can see the full topic cluster and the graph your content needs to capture.

Use it when the page needs broader topical coverage, stronger entity context, or a clearer relationship to the surrounding graph.

Map graph

Inspect Answer Alignment

AI Overviews
Drill-in
Find whether hot chunks reach the top cluster

Compare page chunks to the top embedding cluster and use the heatmap to see which content is aligned to the coordinates.

Use it when you need textual and visual evidence that the page is positioned for AI answer selection.

View heatmap

Inspect Coordinate Geometry

Orbital Drift
Drill-in
See which page sections sit on or off coordinate

Use the geometry view to identify the chunks that align with the target coordinate space and the chunks drifting away.

Use it when the page is close but needs section-level realignment before rewriting.

Find drift

See LLM Compression

Summarization
Compress
Understand how LLMs compress your content

See what survives when the page is compressed into a shorter representation and what gets lost in that reduction.

Use it to understand the source signal an LLM is likely to carry forward into summaries, briefs, and answer material.

View compression

Separate Duplicate Coordinates

Separation Lab
Separate
Move overlapping pages into distinct spaces

Find pages occupying the same embedding coordinate space and test whether revisions create enough semantic separation.

Use it when internal pages are cannibalizing each other or two assets need clearer independent roles.

Separate pages

Test New Answer Copy

AI Overviews Author
Validate
Validate rewritten content against the target space

Test new or revised copy before publishing to confirm whether it moves closer to the intended AI Overviews coordinate space.

Use it after analysis to prove the rewrite is improving alignment before it reaches production.

Test content

Test New Entity Coverage

Spotlight Author
Validate
Validate rewritten content against the entity graph

Test whether new copy expands the entity coverage and topical relationships needed to capture the surrounding graph.

Use it after entity fan-out to confirm the rewrite improves coverage before publication.

Test entities