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Content Studio

The blank page was never the hard part. Deciding what belongs on it is.

Turn AI-search opportunities into evidence-backed plans for what to create, what to improve, and what to add.

Sourcepath determines what belongs on the page from real AI-search evidence. The model writes into that structure. It doesn't get to change it.

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An illustration of Sourcepath classifying tracked buyer questions into content work. Three cards are drawn, overlapping, receding into the distance. The nearest and largest is a tracked buyer question, "Which customer data platforms handle enterprise identity resolution best?". Sourcepath has determined the work it needs: Create New Content, because no page the brand already owns covers this question. Its recommendation reads "Create a new page for "enterprise identity resolution"", and the evidence behind it is that 6 observations found the brand missing from AI responses to this query. Behind it, a second question — "How do identity graphs stay accurate over time?" — has been determined differently: Revamp Existing Content, because a page on the brand's own domain does cover that one. A third card sits furthest back, carrying a strategy mark but no words: Sourcepath classifies tracked questions into more than these two kinds of work, and the others are not described here. Counts of observations describe what was seen across AI responses; they are not a claim about why any page was cited, and no outcome is predicted. The environment shown is representative, not customer data.

Create

Every section can tell you why it exists.

Every page AI cites for this question, laid over yours. Light only comes through where you are missing what they share.

Tracked buyer question
Which customer data platforms handle enterprise identity resolution best?
Citations for this question
competitor-one.com cited · your domain not cited
An illustration of the structural evidence behind one section. Of thirteen domains cited for the tracked question "Which customer data platforms handle enterprise identity resolution best?", 8 pages were analysed. The structures of those 8 pages are drawn as columns of blocks and superimposed, so a section that recurs across pages accumulates brightness — brightness here is a count of pages, and every count is also written out beside its lane. Four sections recur: §1 on 6 of 8, §2 on 7 of 8, §3 on 5 of 8, §5 on 4 of 8. Each page also carries sections matching no recurring theme, drawn as unaligned blocks. Your own page is drawn in front, in outline, and blocks the light wherever it already has a section — it has §2 and §3, and it is missing §1 and §5. So the brightest visible band is not the most frequent section: §2 is carried by 7 of 8 pages but your page already has it. The one section where strong recurrence meets an absence on your page is §1, and Sourcepath resolved it into a structural requirement: "What identity resolution means at enterprise scale", designated Required, meaning it must appear on the page. The cluster of observed headings behind that label included: "Understanding identity resolution at enterprise scale"; "What enterprise identity resolution actually means in practice"; "How identity resolution works across enterprise data environments"; "Identity resolution explained for enterprise data teams"; "Why enterprise identity resolution is different at scale". Those are examples from the cluster, not one heading per page. A structure recurring across cited pages does not on its own create a requirement; it is that recurrence together with the absence from your page that does. Cited pages inform structure and requirements, never wording. Content was then generated to satisfy that structural section: "How teams establish one identity across fragmented records and source systems.". These are patterns observed across the pages AI cites, not a reason those pages were cited. The environment shown is representative, not customer data.

Blueprint decision

Add content section

What identity resolution means at enterprise scale

§1RequiredObserved on 6 of 8 cited pages and absent from yours

Generated content written to satisfy structural section §1. Drafted into this section: “How teams establish one identity across fragmented records and source systems.”

Revamp

Your page already exists. Sourcepath knows where the work goes.

It reads the page you already own and resolves every opportunity to a place in it: what to improve, what to add, and where.

Source page
22 blocks, fetched and parsed
Opportunities found
11 evidence-backed recommendations
Resolved plan
6 placed operations · 3 improve, 3 add
An illustration of one implementation plan. The source is always a page on the customer's own domain that Sourcepath fetched — never a pasted URL, and never a page they do not own. It is drawn as a vertical spine of its 22 blocks — headings, paragraphs, lists and a table — in their real order. Sourcepath resolved 11 evidence-backed recommendations against that page and grouped them into 6 operations: 3 that improve content already on the page, and 3 that add content that is missing. Improvements are anchored to the specific blocks they change, 4 blocks in total; additions are placed between sections rather than on a block, and are drawn as the page parting to admit them. New section, insertion, covering 1 recommendation — Add the section on what identity resolution means at enterprise scale. Improve heading, revision, covering 1 recommendation — Restate the heading as the question this section answers. Edit to an existing paragraph, revision, covering 2 recommendations — Rewrite the opening passage so it answers directly and names the terms buyers use. Expansion of an existing section, revision, covering 2 recommendations — Extend the identity-graph section to cover maintenance and decay. Definition block, insertion, covering 2 recommendations — Place a definition block for the terms the section introduces. FAQ block, insertion, covering 3 recommendations — Add the common-questions block observed across the pages AI cites. One region of the page resolves to both kinds of work at once. One list block inside a worked section carries no available action, because the shipping action gate offers none for that block type. Grouping never merges recommendations: each remains independently tracked. Sourcepath determines placement, grouping and shape; the model writes the prose within that plan. Nothing here is published and no outcome is predicted. The environment shown is representative, not customer data.
  • Improve existing content
  • Add missing content
  • Coordinated across one section
  • No action available for this block type

Validate

Done isn't a checkbox. It's something Sourcepath verifies.

Sourcepath checks your working content against the checks behind each requirement. When the checks pass, the work moves forward. And when Sourcepath can't observe something, it says so instead of guessing.

An illustration of one content requirement being validated inside a working copy, for the tracked buyer question "Which customer data platforms handle enterprise identity resolution best?". Sourcepath's Implementation Progress for this page reads 64 percent: 7 of 11 requirements complete, 2 partially complete or in progress, and 2 remaining. Two of those 11 requirements are drawn; the rest are not shown. The first is drawn in full: "Add an FAQ section to the page", a structure observed on 4 of 8 cited pages for this question. It begins not started, its recommendation open, and neither of its two checks is satisfied — FAQ Section Labeled: No block labeled as an FAQ or "Frequently Asked Questions" section was found. Question-and-Answer Structure: Found 0 question-and-answer pairs — at least 2 are expected for a real FAQ section. The working copy is then saved with the required structure written into it, and Sourcepath re-checks the content. Both checks now pass — FAQ Section Labeled: A block on the page is labeled as an FAQ or "Frequently Asked Questions" section. Question-and-Answer Structure: Found 4 question-and-answer pairs. Both checks must pass before the requirement can be complete. The requirement reads complete, its recommendation advances to done, and Implementation Progress becomes 73 percent: 8 complete, 2 partial, 1 remaining. Only that one requirement changed. A second requirement is drawn beneath it, "Add a named author with relevant credentials", in the blocked state. Sourcepath has nothing in the content it can check that requirement against, so it neither completes it nor fails it, and its status does not move in either direction. Blocked is not an error. Progress here counts requirements that are complete; it is not a content quality score, not a prediction, and not a measure of AI-search visibility. Sourcepath re-checks the working content when it is saved and when a generated proposal is applied, as well as when the Validate action is used. Nothing is published, no page is re-scanned, and a requirement that has reached done is not reopened. The environment shown is representative, not customer data.

Working copy “Which customer data platforms handle enterprise identity resolution best?”

Questions

What teams ask about optimizing content for AI search. Evidence first, then the work.

How do I optimize content for AI search?

Start from the answers, not from a checklist. Sourcepath records what the monitored engines say for the questions you track and which pages they cite, then compares those cited pages with your own — so the work that comes out is specific: this section is missing, this question is never answered, this comparison exists on six of the nine pages being cited and not on yours.

What kind of content changes does Sourcepath recommend?

Concrete ones, each attached to the part of the page it belongs to: expand a thin section, add a section that does not exist, insert an FAQ, build a comparison table, cover a concept the cited pages keep returning to, or add structured data. Every recommendation carries the observed evidence behind it — how many of the cited pages do the thing you do not.

Can Content Studio recommend FAQs, schema and comparison tables?

Yes, and it distinguishes between them properly. A comparison or an FAQ section is content that belongs in a specific place on the page, so it is anchored there. Schema applies to the page as a whole and is shown that way rather than pinned to a passage it does not affect.

Can it help create new content as well as improve existing pages?

Yes. Sourcepath first decides which of the two the evidence actually supports: if nothing you own answers the question, it plans the page and what belongs in it before a word is written; if a real page already covers it, the work is a set of changes to that page instead of a new one nobody needed. See how content teams plan that work.

Is this an AI writing tool?

No. The drafting step exists, but it is the last step and it never starts from a blank prompt — it starts from the structure the evidence already justified. The value is knowing what to write and why, which is the part a general-purpose writing tool cannot supply.

Now see what Sourcepath finds about your brand.

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