Restaurant AI Visibility Platforms Compared: Uberall vs Bloom vs Malou vs Marqii vs SOCi vs Yext

Search for a restaurant AI visibility platform and six vendors will tell you, in almost identical language, that they help you get found by ChatGPT and Google AI Overviews. Read past the homepage and the six split into two genuinely different products, invisible from the marketing pages alone. We checked each vendor's own published material in July 2026: pricing pages, product pages, FAQs, the press releases they put their own names on. Four of the six are listings and reputation platforms with AI-visibility language layered on top of a product built for a different job. Two publish something that actually resembles AI-answer measurement. A buyer comparing homepages would never know which is which, and that gap is the whole story of this guide.

TL;DR

• Uberall, Bloom Intelligence, Malou and Marqii are listings and reputation platforms with AI-visibility language layered on top. They handle listings, menu sync and reviews well, and none of the four publishes a real AI-answer measurement product.
• SOCi and Yext publish a different class of claim. SOCi's 2026 Local Visibility Index, covering 350,000+ locations across 2,751 brands, found ChatGPT recommends just 1.2% of brand locations against 35.9% appearing in Google's local three-pack. Yext's Scout tracks citations and sentiment across ChatGPT, Gemini, Perplexity and Claude, drawn from more than 2 billion data points a month.
• Three of the six publish per-location pricing (Bloom, Malou, Marqii). Three do not (Uberall, SOCi, Yext), and "does not publish pricing" is itself worth knowing before you take a sales call.
• Bloom's widely repeated "about $60 a month per location" figure is a volume floor quoted as "as low as." Bloom's actual named tiers run $95 to $225 per location per month.
• No independent comparison of this vendor set exists. We sell into this category too (Schmitdy, disclosed below), and this guide is built entirely on each vendor's own published material, which you can check yourself.

Which six platforms did we actually check?

We looked at Uberall, Bloom Intelligence, Malou, Marqii, SOCi and Yext, the six vendors that come up most often when a multi-location restaurant group searches for help with AI-search visibility. Two more, Birdeye and Chatmeter, sit adjacent to the category and get a shorter mention further down. We also checked Popmenu specifically for AI-visibility positioning and found none, so it isn't part of the comparison.

• Uberall: local-listings and reputation-management platform, 125+ directories and maps, with an AI-visibility product called GEO Studio layered on top.
• Bloom Intelligence: restaurant customer-data platform built on guest Wi-Fi and POS capture, plus marketing automation and reputation management, with an "AI Website & Discovery" feature bolted on.
• Malou: AI-powered local-presence and reputation platform built for multi-location restaurant groups, listings sync across 50+ platforms, AI-drafted review responses, a managed "Copilot" tier.
• Marqii: digital-hospitality and listings platform, menu sync to 70+ sites, review management and social posting, that has adopted GEO and AI-search language in its marketing.
• SOCi: enterprise multi-location marketing automation platform for large franchise and chain brands, running an "agentic workforce" across listings, reviews, social and local SEO.
• Yext: enterprise listings and structured-data platform whose Scout product is the most substantively real AI-answer-visibility measurement tool of the six.

What's the real difference between a listings platform and an AI-measurement platform?

Data hygiene genuinely is a prerequisite for AI visibility. Clean structured listings, accurate menus and consistent reviews are inputs an AI engine can actually draw on, and Uberall, Bloom, Malou and Marqii are all competent at that job, some more specialised than others: Malou for multi-location groups, Marqii for menu and review hygiene at pace. None of that is a criticism. The criticism is narrower: each vendor's marketing describes AI visibility as an outcome of its core product, but none of the four publishes a tool that tells you whether an AI engine actually names you. You get the inputs managed, not the output measured. We've covered this exact blind spot from the buyer's side before: why local SEO tools miss restaurant AI visibility walks through why rank trackers and Search Console can't see it either.

Uberall's own research illustrates the pattern well. A May 2026 report claims 83% of QSR locations are "invisible" in AI-generated recommendations, and that 86% have a complete Google presence but only 17% appear in those recommendations, a problem we've written about directly in why your restaurant is invisible on ChatGPT. Methodology is disclosed only as "Uberall's proprietary GEO Studio benchmark data," no independent sample size given, so treat the 83%/17% figures as vendor-published, not independently audited.

The six platforms, at a glance

Bloom's "#1 in AI search" claim: what it actually rests on

Bloom's AI Website & Discovery page states Bloom is "#1 in AI search." It names no engines, states no measurement period and describes no comparison set against which "#1" was determined. That's the clearest single illustration in this category of the gap between claim and measurement: a product built for customer-data capture and marketing automation states a superlative about AI-search performance with nothing underneath it a buyer could check. To be fair to Bloom elsewhere on the same page, its reputation-management claims do cite specific, checkable figures, such as a 38% review-recovery rate. The AI-search superlative isn't one of them. Bloom's blog separately claims GA4 undercounts AI-referred traffic roughly 140-fold; we found that only in a search snippet, not a page fetched directly, so treat it as directional.

What do SOCi and Yext actually measure that the others don't?

SOCi published its 2026 Local Visibility Index in January 2026, built from more than 350,000 locations across 2,751 multi-location brands. The finding worth remembering: ChatGPT recommends just 1.2% of brand locations, against 35.9% of locations that appear in Google's local three-pack, roughly a 30-times gap in selectivity. The index also found only 45% overlap between the brands leading in traditional local search and the brands AI platforms recommend (in the retail vertical it studied), and that AI-recommended locations averaged a 4.3-star rating. Platforms covered: ChatGPT, Google Gemini and Perplexity. This is SOCi's own research, published to sell SOCi, with a real disclosed sample size, well ahead of most other claims here, but not independently audited, and SOCi doesn't publish the underlying query methodology. It's still the strongest number in the category, and the fact it comes from a vendor rather than an academic study is worth saying out loud, not hiding.

Yext's Scout tracks more directly: it monitors ChatGPT, Gemini, Perplexity and Claude, plus Google, and its "Scout Index" collects more than 2 billion data points a month across over 9 million business-location pairs, capturing citation count, source domains, sentiment, recurring themes and whether AI engines are actually ingesting your structured data, benchmarked against up to 20 local competitors. Yext separately claims 86% of AI citations come from brand-managed sources, a specific number we found via a named press release rather than a page fetched and confirmed directly, so flag it as reported rather than independently verified.

Both are a different category of claim to Uberall's, Bloom's, Malou's or Marqii's marketing copy, and neither is neutral: both are vendors selling the measurement they publish, the same disclosure we make about ourselves below.

How much does each platform actually cost?

Half of these vendors will tell you a number before you talk to sales. Half will not, and the split isn't "cheap platforms publish, expensive ones don't." It's a specific choice by specific vendors.

Bloom separately advertises "as low as $60/mo per location," a volume or enterprise floor, not what a typical buyer pays; the tiers above are Bloom's own named prices. Malou's figures are in euros, not dollars, so don't convert them silently into the dollar comparisons here. Malou's Premium tier (15+ locations) and Marqii's Multi-Unit tier (5+ locations) are both custom-quoted.

Uberall, SOCi and Yext don't publish per-location or tiered pricing at all. All three route straight to a demo or sales call. Third-party aggregators circulate Yext estimates (roughly $1,000 to $3,000 per location per year for listings alone, more for bundles, into the tens of thousands for enterprise deals), but none of those figures come from Yext's own site, so treat them as directional, not a quote you can hold anyone to.

Where do Birdeye, Chatmeter and Popmenu fit?

Birdeye is a reputation-management-first platform for multi-location businesses generally, not restaurant-specific, and it has published its own "State of AI Search 2026" report claiming 80% of brands are cited at least once in AI answers but only around 15% secure the primary recommendation. We found that claim summarised in search results, not confirmed on birdeye.com directly, so treat it as reported, not verified. Its own pricing page discloses no figures either, just a lead-generation form asking for your location count and phone number.

Chatmeter is an enterprise reputation and local-SEO platform serving restaurant chains alongside healthcare and financial-services brands, with an AI layer for sentiment shifts and natural-language review querying. We didn't find enough published detail on pricing or AI-answer measurement to say more than that the AI layer exists.

Popmenu came up in our research as a familiar name in restaurant marketing software. We looked specifically for AI-visibility or ChatGPT positioning and found none: Popmenu reads as a restaurant website, ordering and marketing platform, not an entrant in this category, excluded for lack of evidence rather than because it's a bad product.

How should you choose between them?

Start with what you're actually buying. If the honest answer is "we need our listings, menus and reviews clean across dozens of locations," Uberall, Bloom, Malou or Marqii will do that job well, and AI visibility is a plausible downstream benefit, not something you can measure through the platform itself. If GEO, AEO and SEO themselves are unclear before you shop, we broke that down in GEO vs AEO vs SEO for restaurants.

• Uberall fits multi-location brands that already need directory and listings sync at scale, the kind of footprint that makes a 125+ directory sync worth paying for, and want AI-visibility language bundled in, knowing GEO Studio's own proof points are still local-search metrics.
• Bloom Intelligence fits single-brand, multi-unit operators who want guest data and CRM combined with reputation management, and who'll treat the AI-search feature as a bundled extra rather than the reason they buy.
• Malou fits European, especially French-market, restaurant groups of three-plus locations who want one platform for listings, review AI and social content, and who're comfortable with a 12-month euro-denominated commitment. For hands-off management, the Copilot tier is built for that, and it isn't cheap.
• Marqii fits independent operators and small-to-mid multi-unit groups who mainly need listings, menu and review hygiene done well, treating AI-search improvement as a byproduct rather than a deliverable.
• SOCi fits large franchise and multi-brand enterprises, realistically 50-plus locations, with a marketing and IT team able to run an enterprise platform, who want its Local Visibility Index research as a directional benchmark alongside the core local-marketing work.
• Yext fits large enterprise multi-location brands that want citation and sentiment monitoring with real disclosed data volume, and are prepared to pay enterprise, custom-quoted rates rather than see a card price.
• None of the six genuinely fits an operator who wants to know, this week, whether ChatGPT names a specific restaurant, and then wants someone to fix it. That's a managed service, not a platform, and it's honest to say that isn't always us either. For context on what that costs in the wider hospitality world (hotels, travel operators and DMCs, not restaurants), OpenLens publishes a range of $1,800 to $20,000 a month with a $5,500 modal price. Treat that as an adjacent-category reference point, not a restaurant figure: OpenLens sells into this category too, so it's a vendor-published benchmark, not a neutral one.

Is there independent research on this vendor set?

No. We looked specifically for an independent, non-vendor, non-affiliate comparison of Uberall, Bloom, Malou, Marqii, SOCi and Yext for restaurant AI visibility, and found none. The closest things are automated AI-citation-tracking tools that monitor brand mentions rather than publish editorial comparisons, and vendor-authored "best AI visibility tools" listicles from companies with a commercial stake in their own ranking. That's a real gap, worth saying plainly rather than implying this guide continues coverage that already exists. For the broader, non-hospitality AI visibility tool market, we've compared the best AI search visibility tools in 2026 separately.

It's also worth saying plainly that we're not neutral either. Schmitdy is AI Heroes' own AI-search service, and we compete for some of the same budget as the platforms above, especially the managed-service buyer described above. This guide is built entirely from each vendor's own published pricing pages, product pages and press releases, all named above, so check every figure yourself rather than take our word for it.

If what you actually want is the measurement gap closed, not another listings platform, that's what Schmitdy exists to solve: our own daily multi-engine tracking across ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews, paired with the content and citation work that moves the number rather than just reporting it. The free AI search audit shows how often the major engines name your restaurant today, whichever platform above you end up choosing.