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Measured on six things

AI visibility monitoring for brand presence in AI chatbots

Speed

Desktop Lighthouse performance is 97/100 — effectively instant. Mobile is 68/100 with a 6.0s LCP and 3.4s FCP, well past the 2.5s 'good' threshold. CLS 0 and TBT 0ms mean nothing jumps or blocks; the mobile paint is just slow.

Screenshots

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Operato AI

About this app

Operato AI shows brands how ChatGPT, Gemini, Claude and Perplexity describe and recommend them. Every week, it asks the four assistants the questions your buyers actually ask, then shows whether your brand is named, how it is described, which competitors are recommended instead, and what to fix first. Key features: - Weekly tracking across ChatGPT, Gemini, Claude and Perplexity - Competitor ranking: who AI recommends in your place, question by question - Weekly action plan and AI-written content briefs - Local and French-language tracking for businesses outside the US - Free AI Readiness Score to check if AI crawlers can read your site Self-serve plans start at $99 a month with unlimited seats and all four assistants included. Every plan starts with a 14-day free trial, no credit card required.

Key features

1Weekly tracking of how ChatGPT, Gemini, Claude and Perplexity describe and recommend your brand
2Question-by-question competitor ranking showing which rivals get recommended in your place
3Weekly action plan with AI-written content briefs, plus a free AI Readiness Score and French/local-language tracking

Target customer profile

Drawn from the product itself, not from a survey.

Demographic

Marketing Managers at mid to large enterprises

Pain points

Lack of visibility into how AI chatbots portray their brand

Primary needs

Monitor and improve brand representation in AI responses

Demographic

SEO Specialists and Digital Agencies

Pain points

Difficulty in tracking brand mentions in AI-generated content

Primary needs

Tools to analyze and optimize AI visibility for clients

Demographic

Brand Managers at consumer-facing companies

Pain points

Uncertainty about brand perception in AI interactions

Primary needs

Insights to manage and enhance brand image in AI platforms

Scout Review

Written by AI from measured evidence, scored out of 100.

Operato AI answers a question that didn't exist three years ago and now keeps marketing managers up at night: what do the AI assistants actually say about my brand? It tracks ChatGPT, Gemini, Claude and Perplexity weekly, shows which competitors get named in your place, and hands you a weekly action plan with content briefs. The dashboard is well-designed, the free AI Readiness Score is a smart hook, and French/local-language tracking is a genuine differentiator most US competitors will ignore. Pricing starts at $99/month with unlimited seats and all four assistants, plus a 14-day trial with no card. The rough edges are real: mobile LCP of 6.0s, a generic login page, no help center or API docs, no security certifications, and an English-only site despite French being a selling point. None of these are fatal at this stage. The bigger question is defensibility — the wedge is real but thin, and the category is filling up fast.

Measure by measure

Usability

Self-serve signup with Google SSO, 14-day trial with no card, and three real free guides (ChatGPT recommendations, 20-question AI audit, 30-day GEO plan) give a clear path to value. Beyond the guides there's no help center, API docs, or integration directory visible.

Design

Dashboard is genuinely well-built: coherent blue/purple palette, clear 'Visibility by platform' and 'Competitive standings' groupings, readable bar charts. The radial four-model diagram on the homepage sells the concept fast. Login page itself is generic, and the cookie banner overlaps the diagram.

Speed

Security

HTTPS enforced with HSTS, X-Content-Type-Options, Referrer-Policy and SPF in place — 7/12 probe points. Missing CSP, frame protection, Permissions-Policy and DMARC. No SOC 2, ISO, pen-test or bug bounty claims found; no security page surfaced. Standard for the stage, not a compliance story.

Accessibility

Lighthouse accessibility audit scores 100/100 on automated axe-core checks. No accessibility statement, WCAG conformance claim, or a11y page found, and the site is English-only despite French-language tracking being a selling point. Automated checks are a floor, not proof of keyboard or screen-reader support.

Growth

A real, current problem — brands can't see how LLMs describe them — with concrete wedges: weekly tracking across all four assistants, question-level competitor ranking, and French/local-language coverage. The listed alternatives are social listening tools, not LLM answer monitors. Early stage (domain ~0.6 years), but the idea has room.

Improvement areas

Mobile performance: 6.0s LCP and 68/100 Lighthouse score need fixing before phone traffic converts
Documentation: no help center, API docs, or methodology explaining how visibility scores and sentiment are calculated
Security posture: missing CSP, frame protection and DMARC, with no SOC 2, pen-test or security page for enterprise buyers

Design & Usability

Operato AI's design is its strongest suit. The dashboard uses a coherent blue/purple palette with clear groupings — 'Visibility by platform', 'Competitive standings' — and color-coded sentiment that makes scanning fast. The homepage radial diagram showing Claude, ChatGPT, Gemini and Perplexity logos communicates the four-model pitch in one glance. The weak spot is the login page: a standard email field and blue button that could belong to any SaaS, plus a cookie banner that sits on top of the diagram. Usability is competent but shallow. Signup is self-serve with Google SSO, the trial needs no credit card, and three free guides (ChatGPT recommendations, a 20-question AI audit, a 30-day GEO plan) give a real path to first value. Past that, there's no help center, no API docs, no integrations directory — the dashboard shows dense tables of visibility scores, presence percentages and sentiment with no visible explanation of how any of it is calculated.

Speed & Security

Speed is a split verdict. Desktop Lighthouse performance lands at 97/100 — the site is effectively instant on a laptop. Mobile is a different story: 68/100 with a 6.0s LCP and 3.4s FCP, both well past the 2.5s 'good' threshold. CLS is 0 and TBT is 0ms, so nothing shifts or blocks; the mobile paint is simply slow, which matters for marketing managers checking on a phone. Security sits at the category-typical level for an early-stage SaaS. The HTTP probe confirms HTTPS enforced, HSTS, X-Content-Type-Options, Referrer-Policy and SPF — 7 of 12 checklist points. Missing are CSP, frame protection, Permissions-Policy and DMARC. No SOC 2, ISO 27001, pen-test report or bug bounty program is claimed anywhere in the fetched site content, and no security page surfaced. For a tool handling brand and competitive data for mid-to-large enterprises, that's a gap worth closing before enterprise procurement asks.

Accessibility & Growth

Accessibility scores 80/100 on the strength of a perfect 100/100 Lighthouse automated audit — no contrast failures, no missing labels in the axe-core pass. But automated checks cover only part of WCAG. There's no accessibility statement, no WCAG conformance claim, and no evidence of keyboard or screen-reader testing. The site is English-only, which is notable given that French-language and local tracking is one of Operato's advertised differentiators. Growth potential is the most interesting dimension. The problem is real and current: brands genuinely don't know how ChatGPT, Gemini, Claude and Perplexity describe them, and that uncertainty is turning into budget. Operato's wedge is concrete — weekly tracking across all four assistants, question-by-question competitor ranking showing who got recommended instead, French and local-language coverage, and a free AI Readiness Score as a top-of-funnel hook. The listed alternatives (Brandwatch, Mention, Talkwalker) are social and web listening platforms; none is built around monitoring LLM answers, so Operato isn't fighting them head-on. The limit is that the category is crowding fast and the moat is thin — anyone can query four APIs weekly. Domain age (~0.6 years) and a single LinkedIn profile confirm this is early, but the idea itself has room.

Conclusion

Operato AI is a competent, well-positioned early-stage tool aimed at a problem that is only getting bigger. If you're a marketing manager who has typed your own brand name into ChatGPT and hated the answer, the weekly tracking and competitor ranking are worth the $99. Go in with clear expectations: this is a young product with a polished dashboard, a slow mobile page, and no enterprise compliance story yet. The free AI Readiness Score and the three guides are a no-risk way to test whether the data is useful before you pay. If it is, the French-language coverage alone may make it the only serious option for non-US brands. If enterprise procurement asks about SOC 2, though, you'll be waiting.

Suggestions for improvement

Fix mobile performance: a 6.0s LCP is costing you signups. Compress and lazy-load the radial diagram and hero assets.
Publish a help center or docs explaining how visibility scores, presence % and sentiment are calculated — the dashboard shows numbers without methodology.
Add a security page with your data handling practices, and pursue SOC 2 or at least a pen-test summary for enterprise buyers.
Ship the French-language interface the marketing already promises, and add an accessibility statement covering keyboard and screen-reader support.

How we score

Alternatives comparison

Named competitors, point by point. Nobody paid to appear here or to be left out.

	Operato AI	Brandwatch	Mention	Talkwalker
Primary focus	Monitors how LLM assistants (ChatGPT, Gemini, Claude, Perplexity) describe and recommend a brand	Social listening and analytics across social, news, blogs and forums	Media monitoring of brand mentions across web, social and press	Consumer intelligence and social listening across online channels
AI assistant / LLM answer tracking	Core feature: weekly queries across all four major assistants	Not a core focus; some AI-driven analytics on social data	Limited AI-related insights, not LLM answer monitoring	Monitors AI-generated content mentions, not assistant recommendations
Competitor ranking in AI answers	Question-by-question view of which competitors are recommended instead	Share-of-voice and sentiment benchmarking, not LLM answer ranking	Mention volume and sentiment comparison, not AI recommendation ranking	Competitive social analytics, not AI assistant recommendation tracking
Actionable content briefs / recommendations	Weekly action plan with AI-written content briefs	Insights and dashboards; content briefs not a core offering	Alerts and reports; no AI-written content briefs	Analytics and reporting; no content brief generation
Local / non-English language tracking	Advertised French-language and local tracking for non-US businesses	Multi-language social listening across many markets	Multi-language media monitoring	Multi-language consumer intelligence
Pricing model	Self-serve from $99/month, unlimited seats, all four assistants, 14-day free trial	Enterprise quote-based pricing, typically high four to five figures annually	Tiered subscription plans, entry tiers in the low hundreds per month	Quote-based enterprise pricing