Content angles
You use this after your visibility runs, and it gives you the competitor and publisher pages AI answers cite for your prompts, grouped by topic into content angles.
Find the content AI answers cite and your site lacks
See the topics AI answers cite your competitors and publishers for, and get a page to improve or a page to write for each one.
Content gaps in Actions
5 open
- acme.com/blog/session-replay-guidePage · Session replay setup guides5 sites · 2 competitors6 prompts
- Product analytics pricing comparedPlanned page4 sites · 3 competitors5 prompts
- acme.com/blog/funnel-analysisPage · Funnel analysis templates3 sites · 1 competitor4 prompts
- Mobile analytics SDK comparisonPlanned page3 sites · 1 competitor3 prompts
Answers collected from
- ChatGPT
- Claude
- Gemini
- Google AI Overviews
Content Optimization highlights
A page to improve or a page to write
When one of your content pages matches an angle but is not cited, you get an Action to improve it. When none matches, you get a planned page to write.
The evidence on every Action
Each Action lists the cited pages behind its angle, with their title, site, classification and citation counts, and the dates they come from.
Content Optimization features
See what AI answers cite on other sites
After a visibility run, CiteLadder reads the titles of the competitor and publisher pages AI answers cite for your prompts and groups them by prompt topic into content angles, such as a pricing comparison or a setup guide. A model only groups and names the titles. The counts, prompts, engines and whether your own page is cited come from your stored answers.
- Pages from competitor sites and from editorial and publisher sites
- Forums, social sites, directories and marketplaces left out
- Grouped by the topics of your tracked prompts
- Refreshed after each new visibility run or crawl
Content work in Actions
Pages to improve and pages to write appear in Actions, in the same priority order as the rest of your work. Each Action names the page, or a planned page to write, and lists its angle, the prompts the angle covers, and the sites and competitors cited for it. You get counts from the evidence, with no content scores or grades.
- Articles, guides, how-tos, listicles, comparison, alternative and case study pages
- A planned page, named by its angle, when no content page matches
- Site Health findings on a content page share its Action
- Why this matters shows the cited pages for each angle
Hand the page to the Agent
Open an Action and choose Write this page for a planned page, or Work on this for one of your pages. The chat is attached to the Action, so the Agent starts from its evidence and your confirmed business context and writes the whole draft.
- Write this page drafts a new article or guide
- Work on this refreshes the existing page
- The context used is listed with each draft
Session replay pricing page
Draft
Acme is named in 1 of 4 answers to “Cheapest analytics with session replay”.
Outline
- What session replay costs on each plan
- The Startup plan beside Northwind and Lumen
- Recordings per month and retention
northwind.io/pricingg2.com/compare
Every draft keeps its revisions
The Agent writes the whole piece and edits it in place. Edit sections yourself, ask for a change to one part, and compare any version with the latest.
- The full draft first, edited in place
- Section-level edits and follow-ups
- Full revision history
Agent
Chat
Why did we drop on Gemini this week?
Gemini named you in 36 of 120 answers, down from 43. Since 29 Oct robots.txt blocks Google-Extended on /docs/, so Gemini cites northwind.io instead.
acme.com/docs/setupnorthwind.io/docs
Action addedLet Gemini read /docs/ again
How it works
Run visibility audits
Track your buyer prompts. After each run, CiteLadder groups the pages AI answers cite into content angles.
Open Actions
See the content pages to improve and the planned pages to write among your Actions, each with its angle and the sites cited for it.
Hand it to the Agent
Choose Write this page or Work on this, then review and revise the draft.
Ship and check
Publish through your own process, mark the work implemented, and see in later runs whether AI answers cite your page.
Questions you can answer
CiteLadder answers each one from the AI answers and site data it has recorded.
Which topics do AI answers cite our competitors for when we have no page on them?
Which of our guides covers a topic but never gets cited?
Which publisher pages do AI answers cite for our pricing comparison prompts?
Which new page should we write next, and which pages is it up against?
Frequently asked questions
What does content optimization do in CiteLadder?
It groups the competitor and publisher pages AI answers cite for your prompts into content angles, checks whether one of your content pages covers each angle and is cited, and lists the gaps as pages to improve or pages to write. The Agent then drafts the work for your team to review.
Where does the evidence come from?
From your own visibility runs: the titles of the competitor and publisher pages cited for your tracked prompts. Your content pages come from your latest Site Health crawl.
Does it score or grade my content?
No. Each Action shows counts from the evidence: the prompts an angle covers and the sites and competitors cited for it.
Does it publish automatically?
No. Drafting, publishing and marking the work implemented are separate decisions your team makes.
Will it invent facts about my company?
The Agent works from your confirmed business context and saved evidence, and it is instructed not to invent company, product, customer, price or statistic facts. Your team reviews every draft before it is used.
Is it in the free trial?
The Agent, which writes the drafts, is not part of the free trial. Book a demo to try content optimization with your own project.