Otterly.AI is an accessible monitoring tool that tracks a brand’s mentions and citations across six AI search engines, set up and interpreted by the team itself; Recro is an insight agency that builds the brand’s buyers as personas, simulates their decision questions, verifies the findings and turns them into action. Otterly answers “where are we, and how often are we mentioned?” at low cost. Recro starts from “why aren’t we mentioned, and who fixes it, in what order?” If you have a team that will read the dashboard and act, Otterly may be enough; if not, data piles up and no decision comes out.
Recro wrote this comparison; we’re a party to it. We took Otterly.AI’s features from the company’s help centre and independent software directories. Details are current as of October 2026.
A marketing team’s first step into AI visibility is often a monitoring tool. That makes sense: you can’t manage what you don’t measure. Three months later, the question is usually the same: “The dashboard says our visibility is low. Now what?”
What does Otterly.AI do?
According to Otterly.AI’s help centre, the tool tracks brand and content visibility across six AI search engines: Google AI Overviews, ChatGPT, Perplexity, Google AI Mode, Gemini and Microsoft Copilot. Users choose the prompts to track, and a prompt research feature turns keywords into trackable prompts.
Reports cover brand mentions, citation links to the site, average position, sentiment and share of voice against competitors. Country-level monitoring and a content/GEO audit module are also available; the audit scores how accessible a page is to AI crawlers and how ready its content is. The tool is listed in Semrush’s app centre too. Pricing tiers start at a level small teams can afford, which is one of Otterly’s real strengths.
The dashboard shows the data. Who does the interpretation?
A monitoring tool shows what’s in the answer. Explaining why the answer looks that way, and what to do about it, is left to the team. For a large SEO team, that’s fine. In B2B, AI visibility often gets squeezed in among the other ten jobs of a single marketing manager.
That’s why Recro’s operating model is different. Recro isn’t software but an agency service: each brand gets a representative who follows it, and findings are reviewed together in regular meetings. There is a dashboard too, a tracking system that follows progress once GAPs are found. The difference is that the dashboard is the end of the work, not the start.
Is what AI says actually true?
Monitoring tools record the answer. Checking whether it’s accurate is a separate job. A 2025 study by the European Broadcasting Union and the BBC found at least one significant issue in 45% of AI assistants’ news answers.
In B2B the problem is subtler. In Recro’s simulations, the model said “no public information is available” in 27 answers and immediately filled the gap with a sector generalisation: “large manufacturers may be more competitive”, “boutique firms may be more flexible”. A dashboard logs that answer as “brand not mentioned”. The real finding is that, at the buyer’s most critical question, the model’s guess replaces the brand’s own word. We examined this pattern in “No public information available”.
Comparison table
| Dimension | Otterly.AI | Recro Insight Model |
|---|---|---|
| Product type | Self-serve monitoring tool | Agency service: brand representative and regular meetings |
| Source of questions | Prompts entered by the user or derived from keywords | Decision questions of personas built with a dedicated persona builder module |
| Scope | Mentions and citations across six AI search engines | Everywhere a high-intent buyer looks; persona attributes and occasions |
| Verification | The answer is recorded; interpretation is up to the user | Key claims go through a human reality check |
| Output | Dashboard, trends, GEO audit score | Specific, local findings, GAP classification, action list and a progress dashboard |
| Best fit | Budget-conscious teams that want to run their own monitoring | B2B brands that want findings interpreted and turned into action by an outside team |
Is a GEO audit the same as a GAP analysis?
No. A GEO audit looks at a page’s technical readiness: crawler access, content structure, readability. It’s a necessary hygiene check; a page with technical barriers struggles to get into AI answers. We explained the details in How do LLMs read your website?
A technically flawless site can still drop off the shortlist. The most frequent gaps in Recro’s reports weren’t technical: price logic never published, proof living only on the brand’s own site, the brand missing from sector lists where competitors appear. That’s why GAP analysis takes the buyer’s decision as its reference, not the website.
Which one fits which situation?
For a team measuring AI visibility for the first time, able to build its own prompt list, read a weekly dashboard and turn it into tasks for the content team, Otterly is a low-risk start. On a tight budget, a more sensible first step is hard to find.
Recro is for brands that want to go beyond the dashboard: clarity on who the buyer is, which question they ask on which occasion and why the brand gets eliminated; prioritised actions; and someone who follows through. It’s not a software licence but a team that watches your brand.
How does Recro make this gap visible?
The Recro Insight Model doesn’t start with monitoring; it starts by building the brand’s buyer. The dashboard exists to track progress after the findings and actions.
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 don’t leave the prompt list to the team’s guesswork; they produce the questions that personas, built with a dedicated module grounded in an established buyer-insight model, ask on their occasions.
- The report builder writes down the reason behind a “not mentioned” entry and puts key claims through human review.
- The action recommendation builder classifies the finding as a Communication, Content or Authority GAP; every action has a clear target.
Results aren’t templates; they’re specific, local findings for the brand’s sector and market. The infrastructure is optimised regularly for each brand. As GAPs close, progress is tracked in the dashboard and the brand’s representative reviews results with you in meetings.
We asked the same question about other tools: Recro compared with Semrush AI Visibility Toolkit, Profound, Peec AI and Ahrefs Brand Radar.
Executive summary
- Otterly.AI is an affordable self-serve tool that tracks mentions and citations across six AI search engines.
- Recro is an agency service that simulates buyers by persona and occasion, verifies findings, turns them into action and follows through with a representative.
- The deciding question: do you have the capacity to read the dashboard and turn it into decisions?
Frequently asked questions
Which AI tools does Otterly.AI monitor?
According to its help centre: Google AI Overviews, ChatGPT, Perplexity, Google AI Mode, Gemini and Microsoft Copilot. Coverage may change, so check Otterly’s website for the current list.
Does Recro have a dashboard too?
Yes. Once GAPs are found, a tracking system and dashboard follow progress. The dashboard measures improvement after the simulation and action plan.
Is a GEO audit enough for AI visibility?
Technical readiness is necessary but not sufficient. A technically sound site can still drop off the shortlist because price information or third-party proof is missing.
Does it make sense to start with Otterly and move to Recro?
It can. Monitoring data can serve as starting context for a Recro engagement. Recro’s measurement, however, is rebuilt from the brand’s own personas and decision questions.
What does Recro expect from our team?
A counterpart who knows the market, the buyers and the sales process. Recro runs the simulation, reporting and tracking; the brand’s representative reviews findings with you in regular meetings.
What’s behind the low visibility on your dashboard, and which gap should close first? Recro shows it with personas and decision questions specific to your brand.
Request a demo insight report →
Sources
- Otterly.AI Help Centre · Which AI searches does OtterlyAI support?
- Semrush Knowledge Base · Otterly – AI Search Monitoring
- GetApp · Otterly.AI
- EBU · News Integrity in AI Assistants (EBU & BBC, 2025)
This article was prepared with AI assistance and published under the review of Mehmet Semih İpek.
