Trust & Proof: Cairrot – Signal Evidence & AI Readability

Cairrot

(https://cairrot.com) 📸 Data Snapshot: June 25, 2026
Trust & Proof — The Lens

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Trust & Proof Verifiable evidence vs. Trust Theatre.
15 Impact Weight: 20 / 100
75% Reputation

The site avoids standard trust theatre patterns like unverified ‘Google Partner’ badges. It displays a review_count of up to 41 on some pages with names and agency titles (e.g., Cora Mackenzie, SEO Manager at SOCI). However, while these reviews are specific, the proof_links_count is low (1-3), meaning the site mentions ‘G2 Reviews’ in text but doesn’t always provide a direct verifiable link to the third-party source for every testimonial.

Proof density is solid, favoring technical demonstration over marketing prose. Verifiable evidence includes a free WordPress plugin for crawl logging, specific API documentation references, and listed pricing. Unsubstantiated claims are few, though the ‘AI Readiness’ score is a proprietary metric that lacks a public methodology explanation beyond ‘suggestions.’

Trust & Proof is read by weighing trust language against real verification. Below is the page-by-page tally of review mentions and external proof links, then the schema markup that may (or may not) declare verifiable ratings and identity proof.

🛡️ Trust Signals — reviews, proof links, trust-theatre check
130Review mentions (all pages)
12External proof links (all pages)
PageReviewsProof links
/ (home) 20 3
/aeo-reporting-tool/ 15 2
/resources/ 41 1
/llm-analytics/chatgpt-rank-tracker/ 18 2
/llm-analytics/claude-rank-tracker/ 18 2
/llm-analytics/grok-rank-tracker/ 18 2
🔗 Identity & Technical Layer — schema JSON-LD: declared ratings, reviews & identity proof
Homepage schema
[
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "Organization",
                "@id": "https://cairrot.com/#organization",
                "name": "Cairrot",
                "url": "https://cairrot.com",
                "logo": {
                    "@type": "ImageObject",
                    "@id": "https://cairrot.com/#logo",
                    "url": "https://cairrot.com/wp-content/uploads/2025/09/CAIRROT-LOGO-2.png",
                    "contentUrl": "https://cairrot.com/wp-content/uploads/2025/09/CAIRROT-LOGO-2.png",
                    "caption": "Cairrot",
                    "inLanguage": "en-US",
                    "width": "1080",
                    "height": "1080"
                }
            },
            {
                "@type": "WebSite",
                "@id": "https://cairrot.com/#website",
                "url": "https://cairrot.com",
                "name": "Cairrot",
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                },
                "inLanguage": "en-US",
                "potentialAction": {
                    "@type": "SearchAction",
                    "target": "https://cairrot.com/?s={search_term_string}",
                    "query-input": "required name=search_term_string"
                }
            },
            {
                "@type": "ImageObject",
                "@id": "https://cairrot.com/wp-content/uploads/2026/04/Cairrot-AEO-analytics-for-marketing-agencies-and-API-users-dark-logo.png",
                "url": "https://cairrot.com/wp-content/uploads/2026/04/Cairrot-AEO-analytics-for-marketing-agencies-and-API-users-dark-logo.png",
                "width": "1092",
                "height": "319",
                "caption": "Cairrot (AEO analytics for marketing agencies and API users) dark logo",
                "inLanguage": "en-US"
            },
            {
                "@type": "WebPage",
                "@id": "https://cairrot.com/#webpage",
                "url": "https://cairrot.com/",
                "name": "AEO Platform for Marketing Agencies | Customizable AEO Analytics Tool with AI Visibility, LLM Traffic Dashboards, API, and GA4 Integration - Cairrot",
                "datePublished": "2025-11-14T15:09:38+00:00",
                "dateModified": "2026-06-12T06:09:16+00:00",
                "about": {
                    "@id": "https://cairrot.com/#organization"
                },
                "isPartOf": {
                    "@id": "https://cairrot.com/#website"
                },
                "primaryImageOfPage": {
                    "@id": "https://cairrot.com/wp-content/uploads/2026/04/Cairrot-AEO-analytics-for-marketing-agencies-and-API-users-dark-logo.png"
                },
                "inLanguage": "en-US"
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "WebSite",
                "@id": "https://cairrot.com/#website",
                "name": "Cairrot",
                "author": {
                    "@id": "https://cairrot.com#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com#person"
                },
                "description": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/",
                "potentialAction": {
                    "@id": "https://cairrot.com/#searchaction"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "WebPage",
                "@id": "https://cairrot.com#webpage",
                "name": "AEO Platform for Marketing Agencies | Customizable AEO Analytics Tool with AI Visibility, LLM Traffic Dashboards, API, and GA4 Integration",
                "author": {
                    "@id": "https://cairrot.com#person"
                },
                "inLanguage": "en-US",
                "url": "https://cairrot.com",
                "contributor": {
                    "@id": "https://cairrot.com#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com#person"
                },
                "datePublished": "2025-11-14T15:09:38+00:00",
                "dateModified": "2026-06-12T06:09:16+00:00",
                "isPartOf": {
                    "@id": "https://cairrot.com/#website"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                },
                "thumbnailUrl": "https://cairrot.com/wp-content/uploads/2026/04/Cairrot-AEO-analytics-for-marketing-agencies-and-API-users-dark-logo.png"
            },
            {
                "@type": "Organization",
                "@id": "https://cairrot.com/#organization",
                "name": "Cairrot",
                "founder": [
                    {
                        "@type": "Person",
                        "name": "Connor Kimball"
                    }
                ],
                "logo": "https://cairrot.com/wp-content/uploads/2025/10/cropped-CAIRROT-ICON-.png",
                "slogan": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/ "
            },
            {
                "@type": "SearchAction",
                "@id": "https://cairrot.com/#searchaction",
                "target": "https://cairrot.com/?s={search_term_string}",
                "query-input": "required name=search_term_string"
            }
        ]
    }
]
/aeo-reporting-tool/
[
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "BreadcrumbList",
                "@id": "https://cairrot.com/aeo-reporting-tool/#breadcrumb",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": "1",
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": "2",
                        "item": {
                            "@id": "https://cairrot.com/aeo-reporting-tool/",
                            "name": "AEO Reporting Tool: White Label Dashboards & API for LLM Analytics"
                        }
                    }
                ]
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "WebSite",
                "@id": "https://cairrot.com/#website",
                "name": "Cairrot",
                "author": {
                    "@id": "https://cairrot.com/aeo-reporting-tool#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/aeo-reporting-tool#person"
                },
                "description": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/",
                "potentialAction": {
                    "@id": "https://cairrot.com/#searchaction"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "WebPage",
                "@id": "https://cairrot.com/aeo-reporting-tool#webpage",
                "name": "AEO Reporting Tool: White Label Dashboards & API for LLM Analytics",
                "author": {
                    "@id": "https://cairrot.com/aeo-reporting-tool#person"
                },
                "inLanguage": "en-US",
                "url": "https://cairrot.com/aeo-reporting-tool",
                "breadcrumb": {
                    "@id": "https://cairrot.com/aeo-reporting-tool#breadcrumblist"
                },
                "contributor": {
                    "@id": "https://cairrot.com/aeo-reporting-tool#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/aeo-reporting-tool#person"
                },
                "datePublished": "2026-03-12T13:09:34+00:00",
                "dateModified": "2026-03-12T16:38:38+00:00",
                "isPartOf": {
                    "@id": "https://cairrot.com/#website"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                },
                "thumbnailUrl": "https://cairrot.com/wp-content/uploads/2026/03/example-ai-traffic-trends-and-performance-reporting-for-llm-seo.png"
            },
            {
                "@type": "Organization",
                "@id": "https://cairrot.com/#organization",
                "name": "Cairrot",
                "founder": [
                    {
                        "@type": "Person",
                        "name": "Connor Kimball"
                    }
                ],
                "logo": "https://cairrot.com/wp-content/uploads/2025/10/cropped-CAIRROT-ICON-.png",
                "slogan": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/ "
            },
            {
                "@type": "BreadcrumbList",
                "name": "BreadcrumbList",
                "@id": "https://cairrot.com/aeo-reporting-tool#breadcrumblist",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": 1,
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": 2,
                        "item": {
                            "@id": "https://cairrot.com/aeo-reporting-tool/",
                            "name": "AEO Reporting Tool: White Label Dashboards & API for LLM Analytics"
                        }
                    }
                ]
            },
            {
                "@type": "SearchAction",
                "@id": "https://cairrot.com/#searchaction",
                "target": "https://cairrot.com/?s={search_term_string}",
                "query-input": "required name=search_term_string"
            }
        ]
    }
]
/resources/
[
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "BreadcrumbList",
                "@id": "https://cairrot.com/resources/#breadcrumb",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": "1",
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": "2",
                        "item": {
                            "@id": "https://cairrot.com/resources/",
                            "name": "Resources"
                        }
                    }
                ]
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "WebSite",
                "@id": "https://cairrot.com/#website",
                "name": "Cairrot",
                "author": {
                    "@id": "https://cairrot.com/resources#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/resources#person"
                },
                "description": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/",
                "potentialAction": {
                    "@id": "https://cairrot.com/#searchaction"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "WebPage",
                "@id": "https://cairrot.com/resources#webpage",
                "name": "Resources",
                "author": {
                    "@id": "https://cairrot.com/resources#person"
                },
                "inLanguage": "en-US",
                "url": "https://cairrot.com/resources",
                "breadcrumb": {
                    "@id": "https://cairrot.com/resources#breadcrumblist"
                },
                "contributor": {
                    "@id": "https://cairrot.com/resources#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/resources#person"
                },
                "datePublished": "2025-09-07T23:18:05+00:00",
                "dateModified": "2026-06-18T12:12:32+00:00",
                "isPartOf": {
                    "@id": "https://cairrot.com/#website"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "Organization",
                "@id": "https://cairrot.com/#organization",
                "name": "Cairrot",
                "founder": [
                    {
                        "@type": "Person",
                        "name": "Tyler"
                    }
                ],
                "logo": "https://cairrot.com/wp-content/uploads/2025/10/cropped-CAIRROT-ICON-.png",
                "slogan": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/ "
            },
            {
                "@type": "BreadcrumbList",
                "name": "BreadcrumbList",
                "@id": "https://cairrot.com/resources#breadcrumblist",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": 1,
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": 2,
                        "item": {
                            "@id": "https://cairrot.com/resources/",
                            "name": "Resources"
                        }
                    }
                ]
            },
            {
                "@type": "SearchAction",
                "@id": "https://cairrot.com/#searchaction",
                "target": "https://cairrot.com/?s={search_term_string}",
                "query-input": "required name=search_term_string"
            }
        ]
    }
]
/llm-analytics/chatgpt-rank-tracker/
[
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "BreadcrumbList",
                "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker/#breadcrumb",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": "1",
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": "2",
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/",
                            "name": "LLM Analytics"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": "3",
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker/",
                            "name": "ChatGPT Rank Tracker"
                        }
                    }
                ]
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "WebSite",
                "@id": "https://cairrot.com/#website",
                "name": "Cairrot",
                "author": {
                    "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#person"
                },
                "description": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/",
                "potentialAction": {
                    "@id": "https://cairrot.com/#searchaction"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "WebPage",
                "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#webpage",
                "name": "ChatGPT Rank Tracker",
                "author": {
                    "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#person"
                },
                "inLanguage": "en-US",
                "url": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker",
                "breadcrumb": {
                    "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#breadcrumblist"
                },
                "contributor": {
                    "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#person"
                },
                "datePublished": "2025-10-05T20:51:45+00:00",
                "dateModified": "2026-02-08T15:13:00+00:00",
                "isPartOf": {
                    "@id": "https://cairrot.com/#website"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "Organization",
                "@id": "https://cairrot.com/#organization",
                "name": "Cairrot",
                "founder": [
                    {
                        "@type": "Person",
                        "name": "Connor Kimball"
                    }
                ],
                "logo": "https://cairrot.com/wp-content/uploads/2025/10/cropped-CAIRROT-ICON-.png",
                "slogan": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/ "
            },
            {
                "@type": "BreadcrumbList",
                "name": "BreadcrumbList",
                "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker#breadcrumblist",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": 1,
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": 2,
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/",
                            "name": "LLM Analytics"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": 3,
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/chatgpt-rank-tracker/",
                            "name": "ChatGPT Rank Tracker"
                        }
                    }
                ]
            },
            {
                "@type": "SearchAction",
                "@id": "https://cairrot.com/#searchaction",
                "target": "https://cairrot.com/?s={search_term_string}",
                "query-input": "required name=search_term_string"
            }
        ]
    }
]
/llm-analytics/claude-rank-tracker/
[
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "BreadcrumbList",
                "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker/#breadcrumb",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": "1",
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": "2",
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/",
                            "name": "LLM Analytics"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": "3",
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker/",
                            "name": "Claude Rank Tracker"
                        }
                    }
                ]
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@graph": [
            {
                "@type": "WebSite",
                "@id": "https://cairrot.com/#website",
                "name": "Cairrot",
                "author": {
                    "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#person"
                },
                "description": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/",
                "potentialAction": {
                    "@id": "https://cairrot.com/#searchaction"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "WebPage",
                "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#webpage",
                "name": "Claude Rank Tracker",
                "author": {
                    "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#person"
                },
                "inLanguage": "en-US",
                "url": "https://cairrot.com/llm-analytics/claude-rank-tracker",
                "breadcrumb": {
                    "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#breadcrumblist"
                },
                "contributor": {
                    "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#person"
                },
                "copyrightHolder": {
                    "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#person"
                },
                "datePublished": "2025-10-24T15:46:46+00:00",
                "dateModified": "2025-12-28T17:17:32+00:00",
                "isPartOf": {
                    "@id": "https://cairrot.com/#website"
                },
                "publisher": {
                    "@id": "https://cairrot.com/#organization"
                }
            },
            {
                "@type": "Organization",
                "@id": "https://cairrot.com/#organization",
                "name": "Cairrot",
                "founder": [
                    {
                        "@type": "Person",
                        "name": "Connor Kimball"
                    }
                ],
                "logo": "https://cairrot.com/wp-content/uploads/2025/10/cropped-CAIRROT-ICON-.png",
                "slogan": "AEO Reporting & Insights Designed for Agencies and Performance Marketers",
                "url": "https://cairrot.com/ "
            },
            {
                "@type": "BreadcrumbList",
                "name": "BreadcrumbList",
                "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker#breadcrumblist",
                "itemListElement": [
                    {
                        "@type": "ListItem",
                        "position": 1,
                        "item": {
                            "@id": "https://cairrot.com",
                            "name": "Home"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": 2,
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/",
                            "name": "LLM Analytics"
                        }
                    },
                    {
                        "@type": "ListItem",
                        "position": 3,
                        "item": {
                            "@id": "https://cairrot.com/llm-analytics/claude-rank-tracker/",
                            "name": "Claude Rank Tracker"
                        }
                    }
                ]
            },
            {
                "@type": "SearchAction",
                "@id": "https://cairrot.com/#searchaction",
                "target": "https://cairrot.com/?s={search_term_string}",
                "query-input": "required name=search_term_string"
            }
        ]
    }
]
/llm-analytics/grok-rank-tracker/
[
    {
        "@context": "https://schema.org",
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