DeepSmith

Oct 26 · Tools & Comparisons

11 min read

Profound vs Adobe Brand Visibility (LLM Optimizer): Page-Level Citation Tracking Reviewed

Avinash Saurabh
Avinash Saurabh · CO-Founder & CEO
Charcoal cover with the line Which pages AI cites over layered page cards linked by thin lines to answer bubbles and a small bar chart.

For tracking which of your pages AI answers cite, Profound is the stronger of the two. It reports citations per URL and keeps full answer history on Enterprise, while Adobe Brand Visibility (LLM Optimizer) shows only partial own-page attribution and does not describe answer history. Adobe suits teams that already run Adobe Experience Manager or Adobe Analytics. DeepSmith is a strong alternative on the same job: its Pages view shows which of your pages AI cites and the prompts behind them, and Opportunity Agents turn mentions into citations with new content.

If you are weighing Profound against Adobe Brand Visibility, the question on this page is a narrow one. Which tool tells you exactly which of your own pages AI answers cite, how often, and how that changes over time? Both record the sources behind AI answers, so the difference is in how far each goes once a source is your own page, and in what each keeps afterward. This page answers Profound vs Adobe Brand Visibility for citation tracking only, and DeepSmith comes up as a third option that covers the same job.

Profound vs Adobe Brand Visibility for citation tracking: the short answer

  • Choose DeepSmith if you want to see which pages AI cites, each page's share of your citations and the prompts driving them, with full answer history, and then produce the content that closes the gaps, on self-serve plans from $99 a month with a 7-day free trial.
  • Choose Profound if you are an enterprise or mid-market team that wants URL-level citation tracking with all-time answer history and can buy through a sales-led package.
  • Choose Adobe Brand Visibility if you already run Adobe Experience Manager or Adobe Analytics, want citation tracking tied to edge fixes and revenue reporting, and can accept partial own-page attribution and a weekly default refresh.
DeepSmithProfoundAdobe Brand Visibility
Entry price (monthly)$99/mo (Pro)Custom quote (Enterprise)Not public, contact sales
Free trial7-day free trialYes, 7 daysPartial, eligible Adobe customers only
Citation trackingYesYesYes
Own-page attributionYesYesPartial
Answer historyYesYes, Enterprise onlyNot listed
Default refreshSet in SettingsDailyWeekly
Engines at entry tierChatGPT (Pro)3 (Trial)Not listed
Competitor benchmarkingYesYesYes, up to five competitors
Public APIYes, read-onlyYes, Enterprise onlyNot listed
G2 rating4.8/54.5/53.7/5

Pricing and features as of September 2026, from each vendor's site and public reviews.

Profound

Homepage of Profound, the AI marketing platform that tracks how answer engines mention and cite a brand. Profound is an AI marketing platform that tracks how ChatGPT, Gemini, Perplexity, Claude and other engines mention and cite a brand, and it adds agents that draft and publish content. It is built for enterprise and mid-market marketing, SEO and content teams buying through a sales-led package. For this job the standout is URL-level detail. Profound shows every cited URL for each prompt, sorts sources into owned, competitor and earned media, and its Watched Pages track citation volume per page. The limits are on access. Paid pricing is not public, full answer history and the API are Enterprise features, and the seven-day Trial covers three engines with no history. On G2 it holds 4.5/5 from 1,130 reviews as of September 2026. Reviewers praise the citation and competitor analytics, and some describe it as expensive or report a learning curve.

Adobe Brand Visibility

Homepage of Adobe Brand Visibility, Adobe's enterprise tool for tracking how a brand appears in AI answers. Adobe LLM Optimizer has been sold as Adobe Brand Visibility since 31 July 2026, and existing LLM Optimizer contracts carry over. It is an enterprise tool aimed at companies already on Adobe Experience Manager, Adobe Analytics or Customer Journey Analytics. It measures mentions, citations, sentiment and share of voice, benchmarks up to five competitors, and connects AI referral traffic to revenue inside Adobe Analytics. For citation tracking, Adobe says it benchmarks citation share across major engines and shows which third-party sources shape AI answers. The limits are in the detail. Adobe says it shows where and how often your content appears in AI results, but a per-page citation report is not described, and it does not say whether full answer text is stored. Pricing is not public. On G2 it shows 3.7/5 from five reviews as of September 2026, and four of those were incentivized.

DeepSmith: the alternative that tracks cited pages and writes the next ones

Homepage of DeepSmith, the platform that combines AI search analytics and content production. The open question for this reader is how a tool reports your own pages. Profound does it per URL and keeps answers on Enterprise, and Adobe describes it only in part. DeepSmith's Pages view shows which of your pages AI actually cites, each page's share of your total citations, and the prompts driving them. Each tracked prompt keeps its own mention and citation rates and its full answer history, so you can open the answer an engine gave on a given date and see which sources it cited. Competitor citations show who wins the same prompts and on which exact pages.

DeepSmith's Pages view lists the pages of yours that AI engines cite, with citation counts, citation rate and prompts won, and a page card showing the prompts driving its citations (demo data).

The same data feeds production. Opportunity Agents read your visibility data and return content ideas with the evidence attached, including an agent for turning mentions into citations. The Writer turns a planned idea into a finished, brand-grounded article with links, a cover image and publish-ready metadata, and you publish from Produced Content to WordPress, Webflow, Strapi, Sanity or Contentful, or let Autowrite do it on a schedule.

DeepSmith's Produced Content view shows a finished article with its cover image, word count, section and link counts and a Publish button, ready to send to the CMS (demo data).

Plans start with Pro at $99 a month ($80 billed annually) with 50 tracked prompts, 20 articles and ChatGPT. Grow is $199 with 100 prompts, 40 articles and Perplexity added, and Scale is $399 with 200 prompts, 90 articles and Gemini added. Enterprise covers all ten engines. There is a 7-day free trial and no long-term contract, and DeepSmith is rated 4.8/5 on G2.

Citation records

On Profound vs Adobe Brand Visibility citation tracking, Profound has the more detailed citation record of the two. It lists every cited URL for each prompt, groups sources by type, and exports to CSV or JSON on Enterprise. Adobe says it benchmarks citation share across major engines and shows which third-party sources shape AI perception, but it does not state whether that is recorded at the domain or the URL level. If you only need to know which outside sites AI leans on, either one is enough. If you need exact URLs, the evidence favors Profound.

What DeepSmith does: Competitor citations show who wins citations for your prompts and on which exact pages, and the Overview lists the sources AI cites most. The outside sources and the pages behind them end up in the same place.

Own-page attribution

Profound wins on own-page attribution. Its Watched Pages track citation volume for each URL, and its Pages view shows each page's AI citation status and the keywords tied to it. Adobe's interactive tour says it tracks AI citations that bring visitors to your site, but it does not describe a per-page citation report. Adobe's analytics integration reports visits and conversions from AI engines, which tells you what happened after a click and not which page the answer cited. I'd treat Adobe's attribution as partial until it shows you a per-page report in a demo.

What DeepSmith does: The Pages view lists the pages AI cites, gives each page's share of your total citations, and opens to the prompts that drive them. That is the question this page started with, answered page by page.

Answer history and refresh cadence

Profound wins here too. It captures each tracked prompt's full response daily, keeps all-time history on Enterprise (the Trial keeps none), and exposes raw answers through its API. Adobe refreshes Brand Presence weekly by default, with daily refresh available on request and possibly for an extra fee. It also does not say whether full answer text is stored, and a change in how mentions and citations are counted in August 2026 means older trend lines may not line up with newer ones. Weekly readings give you about four points per prompt in a month, which makes it harder to tell a real change from the normal variation in AI answers.

What DeepSmith does: Every tracked prompt keeps its answer history, and you can read the full answer an engine gave, including where your brand was named and which sources were cited. Settings control how often collection runs.

From insight to action

This one splits. Profound goes further on turning citation data into new content, and Adobe goes further on changing existing pages without engineering. Profound's Citation Decay tracks when each cited URL was first cited and when it peaked, then hands pages that are losing citations to an Agent that drafts the update. Its agents also draft full articles, framed as ready for human review with an approval step before publishing. Adobe deploys optimizations at the CDN edge or in Adobe Experience Manager, served to AI agents only and with instant rollback, and it does not describe writing full on-site articles.

What DeepSmith does: Every Opportunity Agent idea carries the data point that justifies it, so you can defend the backlog. The Writer produces publish-ready articles from those ideas, and Autowrite can take a planned piece all the way to published without anyone in the app. Tracking and production run on one plan, from the same data.

Which should you choose

Profound or Adobe Brand Visibility for citation tracking comes down to how much of your own page data you need, and each option below is framed by that.

  • DeepSmith fits marketing leads who want to see which of their pages AI cites, which prompts drive those citations, and how answers change over time, and who then want the content to close the gaps produced in the same platform at a published price.
  • Profound fits enterprise teams that need URL-level citation tracking and all-time answer history and are comfortable with a sales-led package and credit-based agent use.
  • Adobe Brand Visibility fits companies already on Adobe Experience Manager or Adobe Analytics that value edge fixes and revenue reporting alongside citation tracking.

For the full comparison beyond this one job, see Profound vs Adobe Brand Visibility (LLM Optimizer): Buying Guide Outside the Adobe Stack.

Start a free 7-day DeepSmith trial to see which of your own pages AI cites, with real data in your workspace before you pay.

Frequently asked questions

Does Adobe Brand Visibility show which of my pages AI cites?

Partly. Adobe says it shows where and how often your content appears in AI results and tracks AI citations that bring visitors to your site, but a per-page citation report is not described. Ask for it in a demo before you buy.

Does Profound keep answer history?

On Enterprise, yes. The pricing grid lists all-time history for Enterprise and none for the Trial, and each tracked prompt runs daily by default. Raw answers are also available through the API on Enterprise.

Profound or Adobe Brand Visibility for citation tracking: which is easier to try?

Profound offers a free self-serve Trial for seven days, though it has no history and covers three engines. Adobe's only free access is a trial for eligible Adobe Experience Manager or Adobe Analytics customers, with 100 prompts and one domain. Neither publishes a paid price.

Is there an alternative to Profound and Adobe Brand Visibility that also shows which pages AI cites?

Yes. DeepSmith's Pages view shows which of your pages AI cites, each page's share of your citations and the prompts driving them, and Opportunity Agents turn mentions into citations with new content. Plans start at $99 a month with a 7-day free trial, and it is rated 4.8/5 on G2.