Adobe Brand Visibility vs Profound (2026)

Adobe Brand Visibility and Profound both watch how answer engines describe and cite a brand. The first thing to settle is a name. Adobe's own helpx product description, read live on 2026-08-17, still carried the notice that LLM Optimizer was expected to be rebranded as Adobe Brand Visibility on 21 August 2026. The two names describe one enterprise application that reached general availability on 14 October 2025. A reader who reaches this page after seeing both names is comparing a name with itself, not two products.

The vendors do not sell the same way, and for most buyers that ends the comparison before any feature does. Profound offers a free 7-day trial (ChatGPT, Gemini and AI Overviews, 50 prompts a day) and limited Agents credits. Its only paid plan is a custom Enterprise tier with up to 9 engines, SSO/SAML and dedicated support. Adobe publishes no price. The licence metric is "Prompts per year", and the number of prompts is whatever the Sales Order says. Neither vendor can be bought without a sales conversation, but only Profound lets a team test the product free first.

Where Adobe is unambiguously more generous is in who gets to use the product. Adobe's product description writes the entitlements into the contract. The licence bundles Semrush Enterprise AIO with 40 Included Users, unlimited Guest Users, 150 Projects, 10 gigabytes a day of Agent Analytics and 800 AIO Service Credits a month, and it covers brand analysis across up to 10 LLMs including ChatGPT, Claude, Perplexity, Google AI Mode, Google AI Overviews, Google Gemini, Microsoft Copilot and DeepSeek. Profound's trial runs on three engines, and SSO, the API and up to nine engines come only on its custom Enterprise tier. On engines, Adobe licences one more than Profound's Enterprise maximum. One caution on the seat figure, because it is easy to overstate. The 40 Included Users and unlimited Guest Users are the entitlement for the bundled Semrush Enterprise AIO component, and Adobe's product description does not state a seat count for LLM Optimizer itself. Treat 40 as the floor for who can see the Semrush half, not a confirmed LLM Optimizer user count.

The last split is what each vendor contractually commits to doing about what it finds, and the units are genuinely not comparable. Converting one into the other would be inventing arithmetic. Adobe meters change to your site. Up to 1,000 Optimizations a year, where Adobe defines an Optimization as "a single automated deployment of a suggested fix", reviewable and deployable in a single click, integrating natively with Adobe Experience Manager Sites and supporting Agent-to-Agent and Model Context Protocol. The deployment target can be Fastly, Akamai or Cloudflare as well as Adobe Experience Manager. Profound meters work product instead: Agents credits, spent on autonomous workers that generate AEO content, run FAQ research and target citations, with a limited allowance on the trial and a custom pool on Enterprise. Adobe's unit is a deployed change, counted per year. Profound's unit is generated output, counted per month. Neither vendor publishes a conversion between them.

One note on sourcing, because half of it is unusual and a reader should be able to check it. Every Profound figure here was read from tryprofound.com/pricing on 2026-10-18. Adobe's product marketing pages at business.adobe.com did not resolve from our network, so every Adobe figure here comes from two Adobe primary sources that did. The Adobe LLM Optimizer product description on helpx.adobe.com, effective 3 August 2026, and Adobe's newsroom announcement of general availability dated 14 October 2025. Nothing on this page is taken from a third party's summary of either vendor.