Recro vs Semrush AI Visibility Toolkit: A B2B Comparison

The Semrush AI Visibility Toolkit tracks a brand’s visibility in AI answers across the topics an SEO team already follows; Recro builds the brand’s real buyers as personas and explains why the brand is recommended or eliminated in their decision questions. Semrush starts from keywords and topics; Recro starts from the person who makes the buying decision. For an SEO team already working in Semrush, the toolkit is a natural extension. For a B2B team that has to tell the board “why buyers don’t put us on the shortlist”, Recro is the better fit by design.

Recro wrote this comparison, so let’s be clear that we’re a party to it. We took Semrush’s features from its own knowledge base and independent reviews, and list the sources at the end. Tool features change quickly; everything here reflects public sources as of October 2026.

Put the two products side by side and the first difference isn’t in the feature list. It’s on the first screen. Semrush asks: “Which prompts do you want to track?” Recro first asks: “Who makes the buying decision?”

What does the Semrush AI Visibility Toolkit do?

Semrush added an AI visibility module to its SEO suite in 2025 and folded it into Semrush One plans in October 2025. In April 2026 Adobe completed its acquisition of Semrush, so the product now sits alongside Adobe’s customer experience portfolio.

According to the Semrush knowledge base, the toolkit has two core parts. Prompt tracking follows a brand’s visibility in ChatGPT and Google AI Mode for a chosen set of high-value prompts, updated daily. Brand performance reports update weekly and show a visibility score, share of voice, mentions, average position, sentiment and cited sources. Independent reviews describe coverage that also includes Gemini, Google AI Overviews and Perplexity. The suite also offers an “AI readiness” audit that flags on-page issues blocking AI crawlers.

One reviewer notes that the reporting leans towards Google. That’s not surprising: the product is part of an ecosystem built on Google search data.

Where does the difference start? Where the prompt comes from

Semrush’s strength is keyword data. Tracked prompts naturally come from that world: topics with search volume, category phrases, clusters the brand already tracks for SEO. For a marketing team, that’s familiar and efficient.

In B2B buying, though, the questions that decide the outcome rarely have search volume. A quality manager asks AI: “Which packaging manufacturers are food-contact compliant, BRC certified and able to deliver in four weeks?” That sentence has no volume in a keyword tool. It’s also the sentence that builds the shortlist.

Recro’s simulations put a number on this gap. Across 460 question-answer runs for 6 brands between April and September 2026, brands appeared in 33% of answers when asked about by name, and in 5.5% of decision questions that didn’t mention them. A prompt set written in the brand’s or the category’s own language produces a more optimistic picture than the buyer actually sees. We shared this finding in detail in Before you buy AI visibility work.

Whose behaviour is being measured?

The Semrush report gives the brand’s category-level visibility: one number, one share of voice. Enterprise buying involves several people asking different questions. The procurement manager asks about price and lead time, the quality manager about certification, the finance lead about total cost.

In a simulation we built for a coffee supply brand, the brand was mentioned in 8 out of 8 runs for the F&B director’s questions, and in none for the hotel chain procurement director’s questions. Averaged, that reads as “moderate visibility”. In reality, one door was wide open and the other fully shut. We covered this in Persona GAP Analysis.

Comparison table

Dimension	Semrush AI Visibility Toolkit	Recro Insight Model
Starting point	Prompts and topics to track	Personas representing the brand’s real buyers
Source of questions	User-selected prompts, aligned with SEO and keyword data	Decision questions derived from persona attributes, without the brand’s name
Focus	Category visibility on topics with volume	Everywhere a high-intent buyer looks; persona attributes and occasions
Output	Dashboards and trend reports	Specific, local findings; explained GAPs; prioritised action list
Tracking	Daily and weekly trends per prompt	Tracking system and dashboard that follow progress as GAPs close
Operating model	Self-serve SaaS; the team sets it up and interprets it	Agency service: a dedicated brand representative, regular meetings, infrastructure optimised for each brand
Best fit	SEO and content teams already using Semrush	B2B brands with long sales cycles and multi-person buying groups

A point to check for markets outside the core list

According to the current list in the Semrush knowledge base, prompt tracking is offered for the US, UK, Canada, Australia, Spain and India. Brands selling into other markets, Turkey included, should confirm coverage before buying if they want to measure the answer a local buyer actually sees. We looked at why the same brand appears differently in different languages in Turkish vs English prompts.

Which one fits which situation?

For a team that already uses Semrush, wants SEO and AI visibility in one dashboard, and is asking “how well do our content clusters carry into AI answers?”, the toolkit is a sensible choice. No extra vendor, and it speaks the same language as existing keyword work.

When the question is “why did buyers eliminate us?”, the picture changes. A score doesn’t answer that; you need to show which person chose the competitor, under which condition, based on which source. Recro was built for that need. Its goal isn’t visibility on high-volume topics but presence everywhere a high-intent buyer looks.

There’s also a difference in operating model. Semrush is software; your team owns setup, the prompt list and interpretation. Recro is an agency service: the brand gets a dedicated representative who follows it, and findings are reviewed together in meetings.

The two aren’t mutually exclusive. Some teams use Semrush for category trends and Recro for questions close to the sales decision. What to avoid is presenting a category-level score to the board as “buyer behaviour”.

How does Recro make this gap visible?

The Recro Insight Model starts measurement with the key person who intends to buy, not with a prompt. The result isn’t a score but an insight report showing in which decision questions the brand falls behind and why, plus the action list to close the gap.

One simulation · 4 key pillars · 90+ steps

What sets Recro apart is four pillars built from scratch for each brand. Together they form a single simulation of 90+ steps, with each pillar producing the input for the next.

Persona builder: Decision-maker profiles that represent the brand’s real buyers, specific to its sector and sales structure.
Question builder: The brand-specific decision questions these people ask AI along their buying journey.
Report builder: A report that reads the answers against the brand’s goals and competitors, together with the sources behind them.
Action recommendation builder: A prioritized list of actions that closes the sector-specific signal gaps.

The persona and question builders replace Semrush’s prompt list with the buyer’s own sentence. Personas are built with a dedicated persona builder module grounded in an established buyer-insight model, and persona attributes and occasions carry into the questions. Questions with no search volume, but which decide the shortlist, enter the measurement.
The report builder replaces a single category score with a separate view for each persona and decision stage, and shows which source moved the competitor ahead.
The action recommendation builder classifies each finding as a Communication, Content or Authority GAP and turns it into a sector-specific action.

Outputs aren’t templates; they are specific, local results shaped by the brand’s sector, market and buying group. The simulation infrastructure is optimised regularly for each brand. Once GAPs are identified, progress is followed through a tracking system and dashboard, and the brand’s representative reviews results with you in regular meetings.

We asked the same question about other tools: Recro compared with Profound, Otterly.AI, Peec AI and Ahrefs Brand Radar.

Executive summary

The Semrush AI Visibility Toolkit is the SEO ecosystem’s arm into AI: it tracks visibility for prompts aligned with keyword data.
Recro explains why a brand is recommended or eliminated in buyers’ persona-based decision questions and turns that into action. It works as an agency: representative, meetings and a progress dashboard.
Semrush for category trends, Recro for questions close to the sale; they don’t answer the same question.

Frequently asked questions

Which AI tools does the Semrush AI Visibility Toolkit cover?

The Semrush knowledge base lists ChatGPT and Google AI Mode for prompt tracking; independent reviews also mention Gemini, Google AI Overviews and Perplexity. Coverage changes, so check Semrush’s product page for the current list.

Does Recro replace Semrush?

No. Semrush is an SEO and visibility platform; Recro is a decision simulation and insight model. A brand that keeps Semrush for SEO can work with Recro on questions close to the buying decision.

Can you define personas in Semrush?

You can write a role and conditions into the prompt text. The difference is whether the persona sits at the centre of measurement or as a detail inside a prompt. In Recro, every finding is tied to a persona and a decision stage.

Which is better for non-English or local markets?

Check Semrush’s current country list for your market. Recro builds decision questions in the language and context of the brand’s target market, including Turkish and English.

Does it make sense to use both?

For most B2B brands, yes. Semrush shows broad category trends; Recro shows why the sales team loses specific questions. If the budget covers only one, choose based on the question leadership is asking.

Which questions do your buyers ask AI, and why does your competitor show up in the answer? Recro builds measurement on personas and decision questions specific to your brand.

Request a demo insight report →

Sources

This article was prepared with AI assistance and published under the review of Mehmet Semih İpek.